dm2l team page

Team DM2L: Data Mining and Machine Learning

Assistant coordinator : Khalid Benabdeslem

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More details on: http://liris.cnrs.fr/dm2l

Team members

Prénom	Nom	Statut	Employeur	Implantation
Alexandre	Aussem	Professor	Université Claude Bernard Lyon 1	Nautibus (Université Lyon1)
Arthur	Batel	PhD student	Institut National des Sciences Appliquées de Lyon	Blaise Pascal (INSA)
Khalid	Benabdeslem	Associate Professor	Université Claude Bernard Lyon 1	Nautibus (Université Lyon1)
Victor	Brabant	PhD student	Autre	Blaise Pascal (INSA)
Alice	Brenon	PhD student	Centre National de la Recherche Scientifique	Blaise Pascal (INSA)
Rémy	Cazabet	Associate Professor	Université Claude Bernard Lyon 1	Nautibus (Université Lyon1), Blaise Pascal (INSA)
Célestin	Coquidé	Post-doctoral tenure	Université Claude Bernard Lyon 1	Blaise Pascal (INSA)
Haytham	Elghazel	Associate Professor	Université Claude Bernard Lyon 1	Nautibus (Université Lyon1)
Ichrak	Ennaceur	PhD student	Autre	Nautibus (Université Lyon1)
Andrea	Failla	Collaborateur extérieur	Autre	Blaise Pascal (INSA)
Serge	Fenet	Associate Professor (en délégation)	Université Claude Bernard Lyon 1	Blaise Pascal (INSA)
Abdelhamid	Gaddari	PhD student	Autre	Nautibus (Université Lyon1)
Jean-Baptiste	Guimbaud	PhD student	Autre	Nautibus (Université Lyon1), Blaise Pascal (INSA)
Ataollah	Kamal	PhD student	INSAVALOR	Blaise Pascal (INSA)
Mehdi	Kaytoue	Associate Professor (en détachement)	Institut National des Sciences Appliquées de Lyon	Blaise Pascal (INSA)
Yassir	Lairgi	PhD student	Autre	Blaise Pascal (INSA)
Guillaume	Lefebvre	PhD student	Autre	Nautibus (Université Lyon1)
Claire	Leschi	Associate Professor (en délégation)	Institut National des Sciences Appliquées de Lyon	Blaise Pascal (INSA)
Ludovic	Moncla	Associate Professor	Institut National des Sciences Appliquées de Lyon	Blaise Pascal (INSA)
Jonathan	Pattin-Cottet	PhD student	Autre	Nautibus (Université Lyon1)
Florence	Perraud	Associate Professor	Université Claude Bernard Lyon 1	Nautibus (Université Lyon1)
Marc	Plantevit	Associate Professor (en disponibilité)	Université Claude Bernard Lyon 1	Blaise Pascal (INSA)
Alessio	Ragno	Post-doctoral tenure	Institut National des Sciences Appliquées de Lyon	Blaise Pascal (INSA)
Christophe	Rigotti	Associate Professor	Institut National des Sciences Appliquées de Lyon	Blaise Pascal (INSA)
Céline	Robardet	Professor	Institut National des Sciences Appliquées de Lyon	Blaise Pascal (INSA)

A new currency to dethrone the dollar?
Is the dollar influence declining? While BRICS countries openly consider the idea of creating a common currency, is the world trade network ready to adopt a new international currency? This is what researchers from LIRIS and UTINAM Institute have investigated from the mathematical structure of commercial exchanges.
Read more…
Awards for Research and Innovation at the UCBL (Université Claude Bernard Lyon 1).
Several members of the LIRIS were awarded during the 2023 Research and Innovation Awards ceremonies at the University of Lyon 1.
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Best academic paper award and best application paper award at EGC 2022
Papers "Qu’est-ce que mon GNN capture vraiment ? Exploration des représentations internes d’un GNN" presented by Luca Veyrin-Forrer (LIRIS, DM2L) and "Classification automatique d'articles encyclopédiques" presented by Alice Brenon (LIRIS, DM2L/TWEAK & ICAR), have won the best academic paper and the best application paper awards, respectively at the EGC 2022 conference.
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Links between odorant structure and olfactory perception revealed thanks to artificial intelligence
Can we verbally describe an odorant compound only by looking at its chemical structure? This exercise remains a challenge for scientists and a fantasy for the aroma and fragrance industry. This work, published in Plos Computational Biology, has combined innovative pattern mining approaches with chemical property calculations to establish such rules. A fruitful interdisciplinary collaboration for a first step on the way to the rational design of perfume compounds.
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The DM2L research group from LIRIS at SIGKDD 2019.
The DM2L research group, in collaboration with the University of Ghent (Belgium), will present at SIGKDD’19 a novel method to analyse data with hierarchies.
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Best student data mining award at ECML/PKDD 2018!
Aimene Belfodil (DM2L and Mobile Devices), Adnene Belfodil (BD) and Mehdi Kaytoue (DM2L and Infologic) have been rewarded by the best student data mining paper award at the "European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases" (Dublin, Ireland).
Read more…

Publications LIRIS pour l'équipe Data Mining and Machine Learning (DM2L) (609)

2024 (29)

Journals (5)

International journals with peer review (5)

Pénélope Duval, Edwige Martin, Laurent Vallon, Pierre Antonelli, Maxime Girard, A Signoret, P Luis, D Abrouk, Laure Wiest et al. (2024). "Pollution gradients shape microbial communities associated with ae. albopictus larval habitats in urban community gardens". FEMS Microbiology Ecology. doi : 10.1093/femsec/fiae129. HAL : hal-04759892. .
Célestin Coquidé, José Lages & Dima Shepelyansky (2024). "Opinion Formation in the World Trade Network". Entropy, vol. 26, #2, p. 141. doi : 10.3390/e26020141. ArXiv : 2401.02378. HAL : hal-04461784. .
Maxime Girard, Edwige Martin, Laurent Vallon, Van Tran Van, Camille Da Silva Carvalho, Justine Sack, Zélia Bontemps, Julie Balteneck, Florence Colin et al. (2024). "Human-aided dispersal and population bottlenecks facilitate parasitism escape in the most invasive mosquito species". PNAS Nexus, vol. 3, #5, p. 175. doi : 10.1093/pnasnexus/pgae175. HAL : hal-04606951. .
Jean-Baptiste Guimbaud, Alexandros Siskos, Amrit Kaur Sakhi, Barbara Heude, Eduard Sabidó, Eva Borràs, Hector Keun, John Wright, Jordi Julvez et al. (2024). "Machine learning-based health environmental-clinical risk scores in European children". Communications Medicine, vol. 4, #1, p. 98. doi : 10.1038/s43856-024-00513-y. HAL : hal-04602386.
Luca Veyrin-Forrer, Ataollah Kamal, Stefan Duffner, Marc Plantevit & Céline Robardet (2024). "On GNN explanability with activation patterns". Data Mining and Knowledge Discovery, vol. 38, #5, pp. 3227-3261. doi : 10.1007/S10618-022-00870-Z. HAL : hal-03367714. .

Conferences (17)

International conferences with peer review (13)

Natkamon Tovanich, Célestin Coquidé & Rémy Cazabet (2024). "Decoding Decentralized Finance Transactions through Ego Network Motif Mining". The 13th International Conference on Complex Networks and their Applications, 12 décembre 2024, Istanbul (Turkey). HAL : hal-04727895. .
Célestin Coquidé, Rémy Cazabet & Natkamon Tovanich (2024). "Inside Alameda Research: A Multi-Token Network Analysis". The 13th International Conference on Complex Networks and their Applications, 12 décembre 2024, Istanbul (Turkey). HAL : hal-04727905. .
Thibaut Chataing, Julien Perez, Marc Plantevit & Céline Robardet (2024). "DiffVersify: a Scalable Approach to Differentiable Pattern Mining with Coverage Regularization". Machine Learning and Knowledge Discovery in Databases, 13 septembre 2024, Vilnius (Lithuania), pp. 407-422. doi : 10.1007/978-3-031-70365-2_24. HAL : hal-04716579. .
Anes Bendimerad, Romain Mathonat, Youcef Remil & Mehdi Kaytoue (2024). "Exploiting Formal Concept Analysis for Data Modeling in Data Lakes". 1st International Joint Conference on Conceptual Knowledge Structures (CONCEPTS 2024), 13 septembre 2024, Cadix (Spain), pp. 270-285. doi : 10.1007/978-3-031-67868-4_18. HAL : hal-04670148. .
Arthur Batel, Idir Benouaret, Joan Fruitet, Marc Plantevit & Céline Robardet (2024). "A Simple Yet Effective Interpretable Bayesian Personalized Ranking for Cognitive Diagnosis". ECAI 2024 - 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain - Including 13th Conference on Prestigious Applications of Intelligent Systems, 24 octobre 2024, Santiago de Compostela (Spain), pp. 2386-2393. doi : 10.3233/FAIA240764. HAL : hal-04764677.
Hédi Zeghidi & Ludovic Moncla (2024). "Evaluating Named Entity Recognition Using Few-Shot Prompting with Large Language Models". A Conversation between AI and the Humanities, 15 novembre 2024, Lyon (France). HAL : hal-04770687.
Alessio Ragno, Marc Plantevit, Celine Robardet & Roberto Capobianco (2024). "Transparent Explainable Logic Layers". ECAI 2024 - 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain, 24 novembre 2024, Santiago de Compostela (Spain), pp. 914-921. doi : 10.3233/FAIA240579. HAL : hal-04764693.
Jiyun Beak & Ludovic Moncla (2024). "A Methodology for the Analysis of Global Protest Tendencies from Wikipedia Articles". 16th European Sociological Association Conference 2024, 27 août 2024, Porto (Portugal). HAL : hal-04663742.
Thierry Joliveau, Ludovic Moncla, Antoine Taroni, Denis Vigier & Katherine Mcdonough (2024). "A digital exploration of geographic knowledge in Diderot and d’Alembert’s Encyclopédie". 30th International Conference on the History of Cartography (ICHC), 5 juillet 2024, Lyon (France). HAL : hal-04625233. .
Youcef Remil, Anes Bendimerad, Romain Mathonat, Chedy Raïssi & Mehdi Kaytoue (2024). "DeepLSH: Deep Locality-Sensitive Hash Learning for Fast and Efficient Near-Duplicate Crash Report Detection". IEEE/ACM International Conference on Software Engineering, 20 avril 2024, Lisbon (Portugal) (Portugal). HAL : hal-04236085. .
Ludovic Moncla, Denis Vigier & Katherine Mcdonough (2024). "GeoEDdA: A Gold Standard Dataset for Geo-semantic Annotation of Diderot & d'Alembert's Encyclopédie". Second International Workshop on Geographic Information Extraction from Texts (GeoExT) to be held at the 46th European Conference on Information Retrieval (ECIR 2024), 24 mars 2024, Glasgow (United Kingdom). HAL : hal-04511909. .
Jiyun Beak & Ludovic Moncla (2024). "Mapping Global Protest Tendencies: Geolocating Trends and Topics Through Wikipedia Analysis". Second International Workshop on Geographic Information Extraction from Texts (GeoExT), 24 mars 2024, Glasgow (United Kingdom). HAL : hal-04511913. .
Ludovic Moncla, Thierry Joliveau & Denis Vigier (2024). "Propositions pour une étude interdisciplinaire de la géographie dans un dictionnaire universel et une encyclopédie du XVIIIe siècle". 1er colloque du réseau METALEX : « Lexicographie, Métalexicographie, nouveaux défis », 7 juin 2024, Cergy (France). HAL : hal-04604333.

National conferences with peer review (2)

Hédi Zeghidi & Ludovic Moncla (2024). "Évaluation des Grands Modèles de Langage pour la Reconnaissance d'Entités Nommées". L'impact des larges modèles de langue et des agents conversationnels sur les études du texte, 27 novembre 2024, Auberviliers (France). HAL : hal-04770715. .
Yassir Lairgi, Ludovic Moncla, Rémy Cazabet, Khalid Benabdeslem & Pierre Cléau (2024). "Knowledge Graph Construction Using Large Language Models". Journée nationale sur la fouille de textes, 10 juin 2024, Lyon (France). HAL : hal-04607294.

Invited conferences (2)

Ludovic Moncla (2024). "From BERT Fine-tuning to LLM Prompting". First workshop of the PHC GeoLiaison project, 10 septembre 2024, Paris (France). HAL : hal-04693689.
Ludovic Moncla (2024). "Evaluation of Transformer Models (from BERT to GPT) for Geographic Information Recognition". Thematic Semester Digital Humanities and Artificial intelligence - Final Conference, 12 décembre 2024, Paris (France). HAL : hal-04772518.

HDR, thesis (2)

Thesis (2)

Léonard Tschora (2024). "Machine learning techniques for electricity price forecasting". HAL : tel-04728900. .
Léonard Tschora (2024). "Machine Learning techniques for Electricity Price Forecasting". HAL : tel-04372073. .

Patents and softwares (2)

Yasaman Asgari, Rémy Cazabet & Pierre Borgnat (2024). "Mosaic-benchmark". HAL : hal-04452597. .
Rémy Cazabet, Jacques Fize & Giulio Rossetti (2024). "structify-net". HAL : hal-04447900. .

Reports (1)

Research reports/tecnical reports (1)

Nicolas Méger, Tuan Nguyen, Christophe Rigotti, Catherine Pothier & Emmanuel Trouvé (2024). "Information gain-based selection of sequential patterns extracted from partial unimodal probabilistic bases of sequences". Research report, #2024-1. p. 85. URL: https://sites.google.com/view/cisp-prototype. HAL : hal-04472843. .

Others (2)

Xuke Hu, Ross Purves, Ludovic Moncla, Jens Kersten & Kristin Stock (2024). "2nd International Workshop on Geographic Information Extraction from Texts (GeoExT 2024)". doi : 10.1007/978-3-031-56069-9_60. HAL : hal-04771851.
Lisa Chabrier, Anton Crombach, Sergio Peignier & Christophe Rigotti (2024). "Effective pruning for top-k feature search on the basis of SHAP values". HAL : hal-04549416. .

2023 (39)

Journals (8)

International journals with peer review (8)

Rémy Cazabet, Salvatore Citraro & Giulio Rossetti (2023). "Structify-Net: Random Graph generation with controlled size and customized structure". Peer Community Journal, vol. 3, e103. doi : 10.24072/pci.networksci.100114. HAL : hal-04424059. .
Dou El Kefel Mansouri, Seif-Eddine Benkabou, Khaoula Meddahi, Allel Hadjali, Amin Mesmoudi, Khalid Benabdeslem & Souleyman Chaib (2023). "CoSP: co-selection pick for a global explainability of black box machine learning models". World Wide Web, vol. 26, #6, pp. 3965-3981. doi : 10.1007/s11280-023-01213-8. HAL : hal-04450994.
Louis Duvivier, Rémy Cazabet & Céline Robardet (2023). "Graph model selection by edge probability prequential inference". Journal of Complex Networks. doi : 10.1093/comnet/cnad011. HAL : hal-04355823.
Dou El Kefel Mansouri, Khalid Benabdeslem, Seif-Eddine Benkabou, Souleyman Chaib & Mohamed Chohri (2023). "mFILS: Tri-Selection via Convex and Nonconvex Regularizations". IEEE Transactions on Neural Networks and Learning Systems, pp. 1-14. doi : 10.1109/TNNLS.2023.3237170. HAL : hal-03955074.
Mouloud Iferroudjene, Corentin Lonjarret, Céline Robardet, Marc Plantevit & Martin Atzmueller (2023). "Methods for explaining Top-N recommendations through subgroup discovery". Data Mining and Knowledge Discovery, vol. 37, #2, pp. 833-872. doi : 10.1007/s10618-022-00897-2. HAL : hal-03845678. .
Yassine Hmidy, Agnès Rico & Olivier Strauss (2023). "Macsum aggregation learning". Fuzzy Sets and Systems, vol. 459, pp. 182-200. doi : 10.1016/j.fss.2022.10.014. HAL : hal-03837063. .
Natkamon Tovanich & Rémy Cazabet (2023). "Fingerprinting Bitcoin entities using money flow representation learning". Applied Network Science, vol. 8, #1, p. 63. doi : 10.1007/s41109-023-00591-2. HAL : hal-04208864. .
Mouna Labiadh, Christian Obrecht, Catarina Ferreira Da Silva, Parisa Ghodous & Khalid Benabdeslem (2023). "Query-adaptive training data recommendation for cross-building predictive modeling". Knowledge and Information Systems (KAIS), vol. 65, #2, pp. 707-732. doi : 10.1007/s10115-022-01771-9. HAL : hal-04026112.

Conferences (22)

International conferences with peer review (21)

Daniela Mariño, Ludovic Moncla & Ross Purves (2023). "Extracting positive descriptions and exploring landscape value using text analysis in the Cairngorms National Park". 7th ACM SIGSPATIAL International Workshop on Geospatial Humanities, 13 novembre 2023, Hamburg (Germany), pp. 44-47. doi : 10.1145/3615887.3627758. HAL : hal-04274439. .
Florian Baud & Alex Aussem (2023). "Non-Parametric Memory Guidance for Multi-Document Summarization". International Conference Recent Advances in Natural Language Processing (RANLP), 6 septembre 2023, Varna (Bulgaria). doi : 10.26615/978-954-452-092-2_017. ArXiv : 2311.10760. HAL : hal-04281841. .
Florian Baud & Alex Aussem (2023). "Answering Student Queries with a Supervised Memory Conversational Agent". The International FLAIRS Conference Proceedings (FLAIRS-36), 17 mai 2023, Clearwater Beach (United States of America). doi : 10.32473/flairs.36.133195. HAL : hal-04249196. .
Mehdi Hennequin, Khalid Benabdeslem & Haytham Elghazel (2023). "PAC-Bayesian Domain Adaptation Bounds for Multi-view learning". PAC-Bayes Meets Interactive Learning, 28 juillet 2023, Hawaii-Honolulu (United States of America). HAL : hal-04382619. .
Timothée Chane-Haï, Samuel Vercraene, Céline Robardet & Thibaud Monteiro (2023). "Improving the non-urgent sanitary transportation". 7th International Conference on Control, Automation and Diagnosis (ICCAD 2023), 12 mai 2023, Rome (Italy). doi : 10.1109/ICCAD57653.2023.10152350. HAL : hal-04423051. .
Yasaman Asgari, Rémy Cazabet & Pierre Borgnat (2023). "Mosaic benchmark networks: Modular link streams for testing dynamic community detection algorithms". Complex Networks And Applications 2023, 30 novembre 2023, Menton (France). doi : 10.48550/arXiv.2310.02840. ArXiv : 2310.02840v1. HAL : hal-04236873. .
Yacine Gaci, Boualem Benatallah, Fabio Casati & Khalid Benabdeslem (2023). "Targeting the Source: Selective Data Curation for Debiasing NLP Models". European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Torino (France), pp. 276-294. doi : 10.1007/978-3-031-43415-0_17. HAL : hal-04450752.
Léonard Tschora, Tias Guns, Erwan Pierre, Marc Plantevit & Celine Robardet (2023). "Electricity Price Forecasting based on Order Books: a differentiable optimization approach". 2023 IEEE 10th International Conference on Data Science and Advanced Analytics (DSAA), 13 octobre 2023, Thessaloniki (Greece). doi : 10.1109/DSAA60987.2023.10302542. HAL : hal-04345460. .
Thomas Ranvier, Haytham Elghazel, Emmanuel Coquery & Khalid Benabdeslem (2023). "Considération de l'Incertitude d'Imputation pour l'Apprentissage des Réseaux de Neurones". Plate-Forme Intelligence Artificielle (PFIA 2023), 7 juillet 2023, Strasbourg (France). HAL : hal-04227951. .
Léonard Tschora, Erwan Pierre, Marc Plantevit & Céline Robardet (2023). "Forecasting Electricity Prices: An Optimize Then Predict-Based Approach". Intelligent Data Analysis 2023, 14 avril 2023, Louvain-la_Neuve (Belgium), pp. 446-458. doi : 10.1007/978-3-031-30047-9_35. HAL : hal-04114222. .
Florian Baud & Alex Aussem (2023). "Résumé automatique multi-documents guidé par une base de résumés similaires". 18e Conférence en Recherche d'Information et Applications -- 16e Rencontres Jeunes Chercheurs en RI -- 30e Conférence sur le Traitement Automatique des Langues Naturelles -- 25e Rencontre des Étudiants Chercheurs en Informatique pour le Traitement Automatique des Langues, Paris (France), pp. 19-27. HAL : hal-04130224. .
Youcef Remil, Anes Bendimerad, Mathieu Chambard, Romain Mathonat, Marc Plantevit & Mehdi Kaytoue (2023). "Mining Java Memory Errors using Subjective Interesting Subgroups with Hierarchical Targets". IEEE International Conference on Data Mining Workshops (ICDM Workshops), 4 décembre 2023, Shanghai (Chine) (China). doi : 10.1109/ICDMW60847.2023.00159. HAL : hal-04224279. .
Loujain Liekah, Haytham Elghazel, Fabien De Marchi & Mohand-Saïd Hacid (2023). "Clustering Multivariate Longitudinal Data Application on Disease Progression Modeling ⋆". Modeling Decisions for Artificial Intelligence, 22 juin 2023, UMEÅ (Sweden). HAL : hal-04097278. .
Rémy Cazabet, Catherine Annen, Jean-François Moyen & Roberto Weinberg (2023). "A toy model for approaching volcanic plumbing systems as complex systems". 3rd French Regional Conference on Complex Systems (FRCCS 2023), 2 juin 2023, Le Havre (France). ArXiv : 2401.02959. HAL : hal-04166088. .
Anes Bendimerad, Youcef Remil, Romain Mathonat & Mehdi Kaytoue (2023). "On-Premise AIOps Infrastructure for a Software Editor SME: An Experience Report". ESEC/FSE 2023, 9 décembre 2023, San Francisco (California) (United States of America). doi : 10.1145/3611643.3613876. ArXiv : 2308.11225. HAL : hal-04186001. .
Ludovic Moncla & Mauro Gaio (2023). "Perdido: Python library for geoparsing and geocoding French texts". First International Workshop on Geographic Information Extraction from Texts (GeoExT), 2 avril 2023, Dublin (Ireland). HAL : hal-04049794. .
Ludovic Moncla & Mauro Gaio (2023). "Perdido : librairie Python pour le geoparsing et le geocoding de textes en français". Extraction et Gestion des Connaissances (EGC'2023), 20 janvier 2023, Lyon (France). HAL : hal-03928358. .
Rafael Ramos Tubino, Rémy Cazabet, Natkamon Tovanich & Céline Robardet (2023). "Temporal and Geographical Analysis of Real Economic Activities in the Bitcoin Blockchain". LIMBO@ECML/PKDD 2023: International workshop on LearnIng and Mining for BlOckchains, 18 septembre 2023, Turin (Italy). HAL : hal-04188062. .
Abdelhamid Gaddari, Guillaume Lefebvre, Haytham Elghazel, Rakia Jaziri, Comble Pierre-Henri & Matthieu Sonnati (2023). "F-BERTMed : A new Sentence Embedding Framework for the French Medical domain". 7th International Workshop on Semantics-Powered Health Data Analytics (SEPDA 2023), 15 juin 2023, Portorož (Slovenia). HAL : hal-04742500.
Abdelhamid Gaddari, Elghazel Haytham, Jaziri Rakia, Hacid Mohand-Saïd & Comble Pierre-Henri (2023). "A New Time-Aware LSTM based Framework for Multi-label Classification on Healthcare Data". 2023 20th ACS/IEEE International Conference on Computer Systems and Applications (AICCSA), 7 décembre 2023, Giza (Egypt), pp. 1-8. doi : 10.1109/AICCSA59173.2023.10479260. HAL : hal-04742495.
Abdelhamid Gaddari, Haytham Elghazel, Rakia Jaziri, Mohand-Said Hacid & Comble Pierre-Henri (2023). "Classification multi-label de données médicales par LSTM temporel et clustering flou". Extraction et Gestion des Connaissances: Actes de la conférence EGC'2023, 20 janvier 2023, Lyon (France), pp. 369-376. HAL : hal-04742491.

National conferences with peer review (1)

Alice Brenon, Denis Vigier, Ludovic Moncla & Frederique Laforest (2023). "Comparaison diachronique de motifs récurrents dans deux encyclopédies". 11e Journées Linguistique de Corpus, 8 juin 2023, Grenoble (France). HAL : hal-04146494. .

HDR, thesis (2)

Thesis (2)

Luca Veyrin-Forrer (2023). "Explaining machine learning models on graphs by identifying hidden structures built by GNNs". HAL : tel-04214965. .
Youcef Remil (2023). "A data mining perspective on explainable AIOps with applications to software maintenance". HAL : tel-04391281. .

Patents and softwares (1)

Rémy Cazabet, Souâad Boudebza & Tom Jorquera (2023). "tnetwork". HAL : hal-04067501. .

Book edition (books, chapters, seminars, congress, special numbers) (1)

Rémy Cazabet & Giulio Rossetti (2023). "Challenges in Community Discovery on Temporal Networks". Temporal Network Theory, Springer International Publishing, pp. 185-202. doi : 10.1007/978-3-031-30399-9_10. ArXiv : 1907.11435. HAL : hal-04447833.

Others (5)

Ludovic Moncla, Bruno Martins, Katherine Mcdonough & Xuke Hu (2023). "GeoHumanities '23: Proceedings of the 7th ACM SIGSPATIAL International Workshop on Geospatial Humanities". doi : 10.1145/3615887. HAL : hal-04276547.
Florian Baud & Alex Aussem (2023). "Répondre aux requêtes des étudiants avec un agent conversationnel à mémoire supervisée". Extraction et Gestion des Connaissances, 20 octobre 2023, Lyon (France). Poster. HAL : hal-04249159. .
Thomas Ranvier, Haytham Elghazel, Emmanuel Coquery & Khalid Benabdeslem (2023). "Deep Multi-Source Supervised Domain Adaptation with Class Imbalance". doi : 10.21203/rs.3.rs-3160713/v1. HAL : hal-04227892. .
Rémy Cazabet, Jacques Fize, Salvatore Citraro & Giulio Rossetti (2023). "Beyond space and blocks: Generating networks with arbitrary structure". International School and Conference on Network Science 2023, 14 juillet 2023, Vienne (Austria). Poster. HAL : hal-04441398. .
Thomas Ranvier, Haytham Elgazel, Emmanuel Coquery & Khalid Benabdeslem (2023). "Autoencoder-based Attribute Noise Handling Method for Medical Data". doi : 10.1007/978-981-99-1645-0_18. ArXiv : 2206.10609. HAL : hal-03696250. .

2022 (47)

Journals (15)

International journals with peer review (15)

Seif-Eddine Benkabou, Khalid Benabdeslem, Vivien Kraus, Kilian Bourhis & Bruno Canitia (2022). "Local Anomaly Detection for Multivariate Time Series by Temporal Dependency Based on Poisson Model". IEEE Transactions on Neural Networks and Learning Systems, vol. 33, #11, pp. 6701-6711. doi : 10.1109/TNNLS.2021.3083183. HAL : hal-03955108.
Luca Veyrin-Forrer, Ataollah Kamal, Stefan Duffner, Marc Plantevit & Céline Robardet (2022). "On GNN explanability with activation rules". Data Mining and Knowledge Discovery. doi : 10.1007/s10618-022-00870-z. HAL : hal-03821784. .
Léa Maitre, Jean-Baptiste Guimbaud, Charline Warembourg, Nuria Güil-Oumrait, Paula Marcela Petrone, M Chadeau-Hyam, Martine Vrijheid, X. Basagaña & Juan R Gonzalez (2022). "State-of-the-art methods for exposure-health studies: Results from the exposome data challenge event". Environment International, vol. 168, p. 107422. doi : 10.1016/j.envint.2022.107422. ArXiv : 2202.01680. HAL : hal-03789771.
Maëlle Moranges, Marc Plantevit & Moustafa Bensafi (2022). "Using subgroup discovery to relate odor pleasantness and intensity to peripheral nervous system reactions". IEEE Transactions on Affective Computing, pp. 1-1. doi : 10.1109/TAFFC.2022.3173403. HAL : hal-03787352. .
Simon Pageaud, Anne Eyraud-Loisel, Jean-Pierre Bertoglio, Alexis Bienvenüe, Nicolas Leboisne, Catherine Pothier, Christophe Rigotti, Nicolas Ponthus, Romain Gauchon et al. (2022). "Predicted Impacts of Booster, Immunity Decline, Vaccination Strategies, and Non-Pharmaceutical Interventions on COVID-19 Outcomes in France". Vaccines, vol. 10, #12, p. 2033. doi : 10.3390/vaccines10122033. HAL : hal-03883673. .
Salvatore Citraro, Letizia Milli, Rémy Cazabet & Giulio Rossetti (2022). "$$\Delta $$-Conformity: multi-scale node assortativity in feature-rich stream graphs". International Journal of Data Science and Analytics. doi : 10.1007/s41060-022-00375-4. ArXiv : 2111.15534. HAL : hal-03874703.
Louis Duvivier, Rémy Cazabet & Céline Robardet (2022). "Graph space: using both geometric and probabilistic structure to evaluate statistical graph models!". Journal of Complex Networks. doi : 10.1093/comnet/cnac006. HAL : hal-03879395. .
Rafael Ramos Tubino, Céline Robardet & Rémy Cazabet (2022). "Towards a better identification of Bitcoin actors by supervised learning". Data and Knowledge Engineering, vol. 142, p. 102094. doi : 10.1016/j.datak.2022.102094. HAL : hal-03879416. .
Olivier Strauss, Agnès Rico & Yassine Hmidy (2022). "Macsum: A new interval-valued linear operator". International Journal of Approximate Reasoning, vol. 145, pp. 121-138. doi : 10.1016/j.ijar.2022.03.003. HAL : hal-03837036. .
Denis Vigier, Ludovic Moncla, Isabelle Lefort, Thierry Joliveau & Katherine Mcdonough (2022). "Les articles de géographie dans le Dictionnaire Universel de Trévoux et l’Encyclopédie de Diderot et d’Alembert". Langue française. doi : 10.3917/lf.214.0059. HAL : hal-03694141. .
Luca Veyrin-Forrer, Ataollah Kamal, Stefan Duffner, Marc Plantevit & Céline Robardet (2022). "In pursuit of the hidden features of GNN’s internal representations". Data and Knowledge Engineering, vol. 142, p. 102097. doi : 10.1016/j.datak.2022.102097. HAL : hal-03898323.
Nazha Selmaoui-Folcher, Jannaï Tokotoko, Samuel Gorohouna, Laisa Roi, Claire Leschi & Catherine Ris (2022). "Concept of temporal pretopology for the analysis for structural changes. Application to econometrics". International Journal of Data Warehousing and Mining (IJDWM). doi : 10.4018/IJDWM.298004. HAL : hal-03565465.
Léonard Tschora, Erwan Pierre, Marc Plantevit & Céline Robardet (2022). "Electricity price forecasting on the day-ahead market using machine learning". Applied Energy, vol. 313, p. 118752. doi : 10.1016/j.apenergy.2022.118752. HAL : hal-03621974. .
Alice Brenon, Ludovic Moncla & Katherine Mcdonough (2022). "Classifying encyclopedia articles: Comparing machine and deep learning methods and exploring their predictions". Data and Knowledge Engineering, vol. 142, p. 102098. doi : 10.1016/j.datak.2022.102098. HAL : hal-03821073. .
Khalid Benabdeslem, Dou El Kefel Mansouri & Raywat Makkhongkaew (2022). "sCOs: Semi-Supervised Co-Selection by a Similarity Preserving Approach". IEEE Transactions on Knowledge and Data Engineering, vol. 34, #6, pp. 2899-2911. doi : 10.1109/TKDE.2020.3014262. HAL : hal-04451716.

Conferences (23)

International conferences with peer review (17)

Yacine Gaci, Boualem Benattallah, Fabio Casati & Khalid Benabdeslem (2022). "Debiasing Pretrained Text Encoders by Paying Attention to Paying Attention". 2022 Conference on Empirical Methods in Natural Language Processing, 11 décembre 2022, Abu Dhabi (United Arab Emirates), pp. 9582-9602. HAL : hal-03919992. .
Yassine Hmidy, Agnès Rico & Olivier Strauss (2022). "Extending the Macsum Aggregation to Interval-Valued Inputs". SUM 2022 - 15th International Conference Scalable Uncertainty Management, 19 octobre 2022, Paris (France), pp. 338-347. doi : 10.1007/978-3-031-18843-5_23. HAL : hal-03927383. .
Mehdi Hennequin, Khalid Benabdeslem & Haytham Elghazel (2022). "Adversarial Multi - View Domain Adaptation for Regression". 2022 International Joint Conference on Neural Networks (IJCNN), 23 juillet 2022, Padua (Italy), pp. 1-8. doi : 10.1109/IJCNN55064.2022.9892148. HAL : hal-03898518.
Luca Veyrin-Forrer, Ataollah Kamal, Stefan Duffner, Marc Plantevit & Céline Robardet (2022). "What Does My GNN Really Capture? On Exploring Internal GNN Representations". International Joint Conference on Artificial Intelligence 2022, 22 juillet 2022, Vienna (Austria). HAL : hal-03700710. .
Yacine Gaci, Boualem Benatallah, Fabio Casati & Khalid Benabdeslem (2022). "Conceptual Similarity for Subjective Tags". AACL-IJCNLP 2022 (2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing), 20 novembre 2022, Online (Taiwan, Republic of China). HAL : hal-03866253. .
Natkamon Tovanich & Rémy Cazabet (2022). "Pattern Analysis of Money Flow in the Bitcoin Blockchain". The 11th International Conference on Complex Networks and their Applications, 10 novembre 2022, Palermo (Italy), pp. 443-455. doi : 10.1007/978-3-031-21127-0_36. ArXiv : 2207.07315. HAL : hal-03896866. .
Natkamon Tovanich & Rémy Cazabet (2022). "Pattern Analysis of Money Flows in the Bitcoin Blockchain". NetSci 2022: International School and Conference on Network Science, 29 juillet 2022, Shanghai (China). HAL : hal-03898095.
Miguel Palencia-Olivar, Stephane Bonnevay, Alexandre Aussem & Bruno Canitia (2022). "Nonparametric neural topic modeling for customer insight extraction about the tire industry". 2022 International Joint Conference on Neural Networks (IJCNN), 23 juillet 2022, Padua (Italy), pp. 01-09. doi : 10.1109/IJCNN55064.2022.9892577. HAL : hal-03898500.
Yacine Gaci, Boualem Benatallah, Fabio Casati & Khalid Benabdeslem (2022). "Masked Language Models as Stereotype Detectors?". EDBT 2022, 29 mars 2022, Edinburgh (United Kingdom). HAL : hal-03626753. .
Yacine Gaci, Boualem Benatallah, Fabio Casati & Khalid Benabdeslem (2022). "Iterative Adversarial Removal of Gender Bias in Pretrained Word Embeddings". The 37th ACM/SIGAPP Symposium on Applied Computing (SAC ’22), 25 avril 2022, Prague (virtual) (Czech Republic), pp. 829-836. doi : 10.1145/3477314.3507274. HAL : hal-03626768. .
Khoula Meddahi, Seif-Eddine Benkabou, Allel Hadjali, Amin Mesmoudi, Dou El Kefel Mansouri, Khalid Benabdeslem & Souleyman Chaib (2022). "Towards a Co-selection Approach for a Global Explainability of Black Box Machine Learning Models". International Conference on Web Information Systems Engineering, 3 novembre 2022, Biarrritz (France), pp. 97-109. doi : 10.1007/978-3-031-20891-1_8. HAL : hal-03955123.
Sébastien Destercke, Agnès Rico & Olivier Strauss (2022). "Using atomic bounds to get sub-modular approximations". SUM 2022 - 15th International Conference Scalable Uncertainty Management, 19 octobre 2022, Paris (France), pp. 64-78. doi : 10.1007/978-3-031-18843-5_5. HAL : hal-03895923. .
Mehdi Hennequin, Khalid Benabdeslem & Haytham Elghazel (2022). "Adversarial Multi-View Domain Adaptation for Regression". 2022 International Joint Conference on Neural Networks (IJCNN), 23 juillet 2022, Padoue (Italy). doi : 10.1109/IJCNN55064.2022.9892148. HAL : hal-04382606. .
Jorge Ramírez, Marcos Baez, Auday Berro, Boualem Benatallah & Fabio Casati (2022). "Crowdsourcing Syntactically Diverse Paraphrases with Diversity-Aware Prompts and Workflows". International Conference on Advanced Information Systems Engineering, 10 juin 2022, Leuven (Belgium), pp. 253-269. doi : 10.1007/978-3-031-07472-1_15. HAL : hal-04510766. .
Ataollah Kamal, Elouan Vincent, Marc Plantevit & Céline Robardet (2022). "Improving the Quality of Rule-Based GNN Explanations". Workshop on eXplainable Knowledge Discovery in Data Mining. Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of ECML PKDD 2022, Grenoble, France, September 19-23, 2022, Proceedings, Part I, 23 septembre 2022, Grenoble (France), pp. 467-482. doi : 10.1007/978-3-031-23618-1\_31. HAL : hal-04580342. .
Mehdi Hennequin, Khalid Benabdeslem, Haytham Elghazel, Thomas Ranvier & Eric Michoux (2022). "Multi-View Self-Attention for Regression Domain Adaptation with Feature Selection". 29th International Conference on Neural Information Processing, 26 novembre 2022, New Delhi (India), pp. 177-188. doi : 10.1007/978-3-031-30105-6_15. HAL : hal-04230643. .
Sara Bouguelia, Auday Berro, Boualem Benatallah, Marcos Báez, Hayet Brabra, Shayan Zamanirad & Hamamache Kheddouci (2022). "Process-oriented intents: a cornerstone for superimposition of natural language conversations over composite services". The 20th International Conference on Service-Oriented Computing (ICSOC), 2 décembre 2022, Seville (Spain), pp. 575-583. doi : 10.1007/978-3-031-20984-0_41. HAL : hal-03990939. .

National conferences with peer review (5)

Luca Veyrin-Forrer, Ataollah Kamal, Stefan Duffner, Marc Plantevit & Céline Robardet (2022). "Qu'est-ce que mon GNN capture vraiment ? Exploration des représentations internes d'un GNN". Extraction et Gestion des Connaissances (EGC 2022), 28 janvier 2022, Blois (France), pp. 159-170. HAL : hal-03921033. .
Youcef Remil, Anes Bendimerad, Marc Plantevit, Céline Robardet & Mehdi Kaytoue (2022). "Découverte de sous-groupes de prédictions interprétables pour le triage d'incidents". Extraction et Gestion des Connaissances (EGC'2022), 24 janvier 2022, Blois (France). HAL : hal-03627854. .
Ludovic Moncla, Khaled Chabane & Alice Brenon (2022). "Classification automatique d'articles encyclopédiques". Extraction et Gestion des Connaissances (EGC'2022), 25 janvier 2022, Blois (France). HAL : hal-03481219. .
Timothée Chane-Haï, Samuel Vercraene, Céline Robardet & Thibaud Monteiro (2022). "Guidage des métaheuristiques par machine-learning, application au transport d'enfants en situation de handicap". 23ème Congrès annuel de la Société Française de Recherche Opérationnelle et d'Aide à la Décision (ROADEF 2022), 25 février 2022, Villeurbanne - Lyon (France). HAL : hal-03595296. .
Rafael Ramos Tubino, Rémy Cazabet & Céline Robardet (2022). "Vers une meilleure identification d'acteurs de Bitcoin par apprentissage supervisé". Conférence francophone sur l'Extraction et la Gestion des Connaissances (EGC 2022), 28 janvier 2022, Blois (France), pp. 171-182. HAL : hal-04193274. .

Other conferences (1)

Florence Gondret, Masoomeh Taghipoor, Aurélien Madouasse, Alexandre Termier, Claire Verplanck, Céline Robardet, Romain Piovan & Edouard Asselin (2022). "WAIT4: un projet collaboratif sur l'évaluation en dynamique du bien-être des animaux d'élevage - de la captation de la donnée à la découverte de motifs signifiants et de seuils d'alertes spécifiques". Annual meeting - Metaprogram DIGIT-BIO Biologie numérique pour explorer et prédire le vivant, 9 décembre 2022, Ecully (France). HAL : hal-04337044. .

Book edition (books, chapters, seminars, congress, special numbers) (3)

Simon Scheider, Ludovic Moncla & Gabriel Viehhauser (2022). "Discovering Spatial Referencing Strategies in Environmental Narratives". Unlocking Environmental Narratives: Towards Understanding Human Environment Interactions through Computational Text Analysis, Ubiquity Press, pp. 211-232. doi : 10.5334/bcs.k. HAL : hal-03899551. .
Lucas Foulon, Christophe Rigotti, Serge Fenet & Denis Jouvin (2022). "Anomaly Detection Based on Sequence Indexation and CFOF Score Approximation". Advances in Knowledge Discovery and Management, Springer International Publishing, pp. 47-61. doi : 10.1007/978-3-030-90287-2_3. HAL : hal-03881940.
Katrín Anna Lund, Ludovic Moncla & Gabriel Viehhauser (2022). "Glacial Narratives: How Can They Be Captured?". Unlocking Environmental Narratives: Towards Understanding Human Environment Interactions through Computational Text Analysis, Ubiquity Press, pp. 93-108. doi : 10.5334/bcs.e. HAL : hal-03899546. .

Reports (1)

Research reports/tecnical reports (1)

Alexandre Millot, Rémy Cazabet & Jean-François Boulicaut (2022). "Exceptional Model Mining to support Multi-objective Optimization". HAL : hal-03868373. .

Others (5)

Pénélope Duval, E Martin, L Vallon, A Signoret, P Antonelli, P Luis, G Minard, Laure Wiest, Aurélie Fildier et al. (2022). "Interplay between social and environmental risk factors and consequences on the development of the Asian tiger mosquito in urban areas". 10. Congress of the International Symbiosis Society, 25 juillet 2022, Lyon (France). Poster. HAL : hal-03815960.
Pierre Duluard, Xinqing Li, Marc Plantevit, Céline Robardet & Romain Vuillemot (2022). "Discovering and Visualizing Tactics in a Table Tennis Game Based on Subgroup Discovery". doi : 10.1007/978-3-031-27527-2_8. HAL : hal-03768114. .
Lisa Chabrier, Anton Crombach, Sergio Peignier & Christophe Rigotti (2022). "Semi-supervised learning for tree-based regressors to improve the prediction of the interactions between genes". Symposium MaDICS, 11 juillet 2022, Lyon (France). Poster. HAL : hal-03894314. .
Jorge Ramírez, Auday Berro, Marcos Baez, Boualem Benatallah & Fabio Casati (2022). "Crowdsourcing Diverse Paraphrases for Training Task-oriented Bots". ArXiv : 2109.09420. HAL : hal-03626692. .
Ludovic Moncla, Bruno Martins & Katherine Mcdonough (2022). "GeoHumanities '22: Proceedings of the 6th ACM SIGSPATIAL International Workshop on Geospatial Humanities". HAL : hal-04771935.

2021 (42)

Journals (9)

International journals with peer review (9)

Jacques Fize, Ludovic Moncla & Bruno Martins (2021). "Deep Learning for Toponym Resolution: Geocoding Based on Pairs of Toponyms". ISPRS International Journal of Geo-Information, vol. 10, #12, p. 818. doi : 10.3390/ijgi10120818. HAL : hal-03464000. .
Corentin Lonjarret, Roch Auburtin, Céline Robardet & Marc Plantevit (2021). "Sequential recommendation with metric models based on frequent sequences". Data Mining and Knowledge Discovery. doi : 10.1007/s10618-021-00744-w. ArXiv : 2008.05587. HAL : hal-03191177.
Auday Berro, Marcos Baez, Boualem Benatallah, Khalid Benabdeslem & Mohammad-Ali Yaghub Zade Fard (2021). "Automated Paraphrase Generation with Over-generation and Pruning Services". Lecture Notes in Computer Science, vol. 13121, pp. 400-414. doi : 10.1007/978-3-030-91431-8_25. HAL : hal-03626684. .
Simon Pageaud, Catherine Pothier, Christophe Rigotti, Anne Eyraud-Loisel, Jean-Pierre Bertoglio, Alexis Bienvenüe, Nicolas Leboisne, Nicolas Ponthus, Romain Gauchon et al. (2021). "Expected Evolution of COVID-19 Epidemic in France for Several Combinations of Vaccination Strategies and Barrier Measures". Vaccines, vol. 9, #12, p. 1462. doi : 10.3390/vaccines9121462. HAL : hal-03482342. .
M. Moranges, C. Rouby, Marc Plantevit & M. Bensafi (2021). "Explicit and implicit measures of emotions: Data-science might help to account for data complexity and heterogeneity". Food Quality and Preference, vol. 92, p. 104181. doi : 10.1016/j.foodqual.2021.104181. ArXiv : 2205.01939. HAL : hal-03658160. .
Auday Berro, Mohammad-Ali Yaghub Zade Fard, Marcos Baez, Boualem Benatallah & Khalid Benabdeslem (2021). "An extensible and reusable pipeline for automated utterance paraphrases". Proceedings of the VLDB Endowment (PVLDB), vol. 14, #12, pp. 2839-2842. doi : 10.14778/3476311.3476358. HAL : hal-04451718.
Abdelouahid Alalga, Khalid Benabdeslem & Dou El Kefel Mansouri (2021). "3-3FS: ensemble method for semi-supervised multi-label feature selection". Knowledge and Information Systems (KAIS), vol. 63, #11, pp. 2969-2999. doi : 10.1007/s10115-021-01616-x. HAL : hal-04451721.
Anes Bendimerad, Marc Plantevit, Céline Robardet & Sihem Amer-Yahia (2021). "User-driven geolocated event detection in social media". IEEE Transactions on Knowledge and Data Engineering, vol. 33, #2, pp. 796-809. doi : 10.1109/TKDE.2019.2931340. HAL : hal-02272082. .
Dou El Kefel Mansouri, Bachir Kaddar, Seif-Eddine Benkabou & Khalid Benabdeslem (2021). "The Mode-Fisher pooling for time complexity optimization in deep convolutional neural networks". Neural Computing and Applications, vol. 33, #12, pp. 6443-6465. doi : 10.1007/s00521-020-05406-4. HAL : hal-03937288.

Conferences (20)

International conferences with peer review (15)

Auday Berro, Mohammad-Ali Yaghub Zade Fard, Marcos Baez, Boualem Benatallah & Khalid Benabdeslem (2021). "An Extensible and Reusable Pipeline for Automated Utterance Paraphrases". 47th International Conference on Very Large Data Bases, 20 août 2021, Copenhagen (Denmark). doi : 10.14778/3476311.3476358. HAL : hal-03399085. .
Alessandro Chiappori & Rémy Cazabet (2021). "Quantitative Evaluation of Snapshot Graphs for the Analysis of Temporal Networks". COMPLEX NETWORKS 2021 - 10th International Conference on Complex Networks and their Applications, 2 décembre 2021, Madrid (Spain). HAL : hal-03560917. .
Thomas Ranvier, Kilian Bourhis, Khalid Benabdeslem & Bruno Canitia (2021). "Deep Multi-View Learning for Tire Recommendation". 2021 International Joint Conference on Neural Networks (IJCNN), 22 juillet 2021, Shenzhen (China), pp. 1-8. doi : 10.1109/IJCNN52387.2021.9534318. ArXiv : 2203.12451. HAL : hal-03614780. .
Mohamed Benabdelkrim, Céline Robardet & Jean Savinien (2021). "Leveraging semantic for community mining in multilayer networks". Canadian AI, 25 mai 2021, Vancouver (Canada). HAL : hal-03340780. .
Romain Mathonat, Diana Nurbakova, Jean-François Boulicaut & Mehdi Kaytoue (2021). "Anytime Subgroup Discovery in High Dimensional Numerical Data". IEEE International Conference on Data Science and Advanced Analytics (DSAA), 6 octobre 2021, Porto (Portugal). doi : 10.1109/DSAA53316.2021.9564223. HAL : hal-03318017. .
Youcef Remil, Anes Bendimerad, Marc Plantevit, Céline Robardet & Mehdi Kaytoue (2021). "Interpretable Summaries of Black Box Incident Triaging with Subgroup Discovery". 8th IEEE International Conference on Data Science and Advanced Analytics (DSAA 2021), 9 octobre 2021, Porto (Portugal). doi : 10.1109/DSAA53316.2021.9564164. ArXiv : 2108.03013. HAL : hal-03318094. .
Yacine Gaci, Jorge Ramírez, Boualem Benatallah, Fabio Casati & Khalid Benabdslem (2021). "Subjectivity Aware Conversational Search Services". 24th International Conference on Extending Database Technology (EDBT 2021), 23 mars 2021, Nicosia (on line) (Cyprus). doi : 10.5441/002/edbt.2021.15. HAL : hal-03296927. .
Clément Sage, Thibault Douzon, Alex Aussem, Véronique Eglin, Haytham Elghazel, Stefan Duffner, Christophe Garcia & Jérémy Espinas (2021). "Data-Efficient Information Extraction from Documents with Pre-Trained Language Models". ICDAR 2021 Workshop on Document Images and Language, 6 septembre 2021, Lausanne (Switzerland). doi : 10.1007/978-3-030-86159-9_33. HAL : hal-03267497. .
Youcef Remil, Anes Bendimerad, Romain Mathonat, Philippe Chaleat & Mehdi Kaytoue (2021). "What makes my queries slow?": Subgroup Discovery for SQL Workload Analysis"". 36th IEEE/ACM International Conference on Automated Software Engineering, ASE 2021, 19 novembre 2021, Melbourne (Australia), pp. 642-652. doi : 10.1109/ASE51524.2021.9678915. ArXiv : 2108.03906. HAL : hal-03318172. .
Youcef Remil (2021). "How Can Subgroup Discovery Help AIOps?". 36th IEEE/ACM International Conference on Automated Software Engineering (ASE 2021), 19 novembre 2021, Melbourne (Australia), pp. 1098-1100. doi : 10.1109/ASE51524.2021.9678697. ArXiv : 2109.04909. HAL : hal-03627826. .
Alexandre Millot, Rémy Cazabet & Jean-François Boulicaut (2021). "Exceptional Model Mining meets Multi-objective Optimization". 2021 SIAM International Conference on Data Mining (SDM), 29 avril 2021, Alexandria ( virtual event ) (United States of America), pp. 378-386. doi : 10.1137/1.9781611976700.43. HAL : hal-03220671. .
Alice Brenon & Denis Vigier (2021). "The specificities of encoding encyclopedias: towards a new standard?". ICHLL11: 11th International Conference on Historical Lexicography and Lexicology, 16 juin 2021, Logroño, Universidad de La Rioja (Spain). HAL : halshs-03266745.
Ludovic Moncla, Denis Vigier, Katherine Mcdonough, Alice Brenon & Thierry Joliveau (2021). "Combinaison d’approches qualitative et quantitative pour le repérage et la classification des entités nommées dans l’Encyclopédie de Diderot et d’Alembert (1751-1772)". Theoretical linguistics in the light of the interaction of qualitative and quantitative approaches, 21 juin 2021, Neuchâtel (Switzerland). HAL : halshs-03271672.
Timothée Chane-Haï, Samuel Vercraene, Céline Robardet & Thibaud Monteiro (2021). "Knowledge-guided search applied to the transportation of disabled people". Smart Healthcare International Conference - SHeIC 2021, 3 décembre 2021, Troyes (France) (France). HAL : hal-04398625. .
Thomas Ranvier, Khalid Benabdeslem, Kilian Bourhis & Bruno Canitia (2021). "Apprentissage multi-vues pour la recommandation dans le domaine du pneumatique". Extraction et Gestion des Connaissances (EGC) 2021, 29 janvier 2021, Montpellier (France), pp. 261-268. HAL : hal-04230586. .

National conferences with peer review (3)

Rémi Vaudaine, Christine Largeron & Rémy Cazabet (2021). "Comparaison de la capacité des plongements de graphes à capturer les propriétés des réseaux". Conférence Extraction et gestion des connaissances EGC 2021, Montpellier (France). HAL : hal-03471459.
Nadia Bennani, Sylvie Cazalens, Vincent Cheutet, Claire Leschi, Odyssée Merveille, Camille Moriot, Delphine Muller, Timothée Pecatte, Catherine Pothier et al. (2021). "Apprivoiser l'hétérogénéité en informatique 1ère année". COLLOQINSA 2021 - 7e Colloque pédagogie et formation, 21 mai 2021, Valenciennes (France), pp. 1-6. HAL : hal-03230531. .
Noëlie Debs, Sergio Peignier, Clément Douarre, Théo Jourdan, Christophe Rigotti & Carole Frindel (2021). "Apprendre l'apprentissage automatique : un retour d'expérience". CETSIS 2021 - Colloque de l'Enseignement des Technologies et des Sciences de l'Information et des Systèmes, 10 juin 2021, Valenciennes (France), pp. 1-5. HAL : hal-03341954. .

Other conferences (2)

Ludovic Moncla, Khaled Chabane & Alice Brenon (2021). "Domaines et articles dans l'Encyclopédie : problèmes de classification". Atelier UChicago Center "Données et discours géographiques en France au 18e siècle", 15 juin 2021, Paris (France). HAL : hal-03259053.
Ludovic Moncla, Denis Vigier, Katherine Mcdonough, Alice Brenon & Thierry Joliveau (2021). "Approche symbolique pour la classification des entités nommées dans l'Encyclopédie de Diderot et d'Alembert". Atelier UChicago Center "Données et discours géographiques en France au 18e siècle", 14 juin 2021, Paris (France). HAL : hal-03259058.

HDR, thesis (7)

Thesis (7)

Mohamed Benabdelkrim (2021). "Les communautés dans les multigraphes de co-appartenance : Application aux listes Twitter". HAL : tel-03670875. .
Alexandre Millot (2021). "Exceptional Model Mining meets Multi-Objective Optimization: Application to Plant Growth Recipes in Controlled Environments". HAL : tel-03390102. .
Alexandre Millot (2021). "Exceptional model mining meets multi-objective optimization : Application to plant growth recipes in controlled environments". HAL : tel-03625305. .
Clément Sage (2021). "Deep learning for information extraction from business documents". HAL : tel-03521607. .
Louis Duvivier (2021). "Two statistical methods for graph model selection : Distance to the microcanonical ensemble and prequential inference on edge sequences". HAL : tel-03670853. .
Vivien Kraus (2021). "Apprentissage semi-supervisé pour la régression multi-labels : application à l’annotation automatique de pneumatiques". HAL : tel-03789608. .
Corentin Lonjarret (2021). "Sequential recommendation and explanations". HAL : tel-03117825. .

Reports (2)

Research reports/tecnical reports (2)

Simon Pageaud, Nicolas Ponthus, Romain Gauchon, Catherine Pothier, Christophe Rigotti, Anne Eyraud-Loisel, Jean-Pierre Bertoglio, Alexis Bienvenüe, François Gueyffier et al. (2021). "Adapting French COVID-19 vaccination campaign duration to variant dissemination". Research report. p. 24. HAL : hal-03294952. .
Romain Gauchon, Nicolas Ponthus, Catherine Pothier, Christophe Rigotti, Vitaly Volpert, Stéphane Derrode, Jean-Pierre Bertoglio, Alexis Bienvenüe, Pierre-Olivier Goffard et al. (2021). "Lessons learnt from the use of compartmental models over the COVID-19 induced lockdown in France". Research report. p. 39. HAL : hal-03341704. .

Others (4)

Jacques Fize, Lucile Sautot, Martin Lentschat, Ludovic Journaux & Mohamed Hilal (2021). "Contributeurs au Grand Débat National demandant un développement du réseau ferroviaire et/ou une augmentation de la fréquence des trains dans l'Hérault". HAL : hal-03375400. .
Jacques Fize, Lucile Sautot, Martin Lentschat, Ludovic Journaux & Mohamed Hilal (2021). "Contributeurs au Grand Débat National demandant un développement des pistes cyclables dans l'Hérault". HAL : hal-03375373. .
Jacques Fize, Ludovic Moncla & Bruno Martins (2021). "Résolution de toponymes par apprentissage profond à partir de cooccurrences et de relations spatiales.". 16th Spatial Analysis and Geomatics Conference (SAGEO 2021), 5 mai 2021, La Rochelle (France). Poster. HAL : hal-03225106. .
Ludovic Moncla, Carmen Brando & Katherine Mcdonough (2021). "GeoHumanities '21: Proceedings of the 5th ACM SIGSPATIAL International Workshop on Geospatial Humanities". HAL : hal-04771945.

2020 (42)

Journals (9)

International journals with peer review (9)

Anes Bendimerad, Ahmad Mel, Jefrey Lijffijt, Marc Plantevit, Céline Robardet & Tijl De Bie (2020). "SIAS-miner: mining subjectively interesting attributed subgraphs". Data Mining and Knowledge Discovery, vol. 34, #2, pp. 355-393. doi : 10.1007/s10618-019-00664-w. HAL : hal-02378174.
Adnene Belfodil, Sylvie Cazalens, Philippe Lamarre & Marc Plantevit (2020). "Identifying exceptional (dis)agreement between groups". Data Mining and Knowledge Discovery, vol. 34, #2, pp. 394-442. doi : 10.1007/s10618-019-00665-9. HAL : hal-02383776. .
Sergio Peignier, Christophe Rigotti & Guillaume Beslon (2020). "Evolutionary Subspace Clustering Using Variable Genome Length". Computational Intelligence, vol. 36, #2, pp. 574-612. doi : 10.1111/coin.12254. HAL : hal-02405598. .
Romain Mathonat, Diana Nurbakova, Jean-François Boulicaut & Mehdi Kaytoue (2020). "Anytime mining of sequential discriminative patterns in labeled sequences". Knowledge and Information Systems (KAIS), pp. 439-476. doi : 10.1007/s10115-020-01523-7. HAL : hal-03000696. .
Mohamad Kanaan, Rémy Cazabet & Hamamache Kheddouci (2020). "Temporal Pattern Mining for E-commerce Dataset". Transactions on Large-Scale Data- and Knowledge-Centered Systems. doi : 10.1007/978-3-662-62386-2_3. HAL : hal-02942472.
Rémy Cazabet, Souâad Boudebza & Giulio Rossetti (2020). "Evaluating Community Detection Algorithms for Progressively Evolving Graphs". Journal of Complex Networks. doi : 10.1093/comnet/cnaa027. HAL : hal-03173685. .
Frédéric Flouvat, Nazha Selmaoui-Folcher, Jérémy Sanhes, Chengcheng Mu, Claude Pasquier & Jean-François Boulicaut (2020). "Mining evolutions of complex spatial objects using a single-attributed Directed Acyclic Graph". Knowledge and Information Systems (KAIS), vol. 62, #10, pp. 3931-3971. doi : 10.1007/s10115-020-01478-9. HAL : hal-02909702. .
Mohamed Benabdelkrim, Clément Levallois, Jean Savinien & Céline Robardet (2020). "Opening Fields : A Methodological Contribution to the Identification of Heterogeneous Actors in Unbounded Relational Orders". M@n@gement, vol. 23, #1, 4-18 p. doi : 10.37725/mgmt.v23.4245. HAL : hal-02529429. .
Amine Medad, Mauro Gaio, Ludovic Moncla, Sébastien Mustière & Yannick Le Nir (2020). "Comparing supervised learning algorithms for Spatial Nominal Entity recognition". AGILE: GIScience Series, vol. 1, pp. 1-18. doi : 10.5194/agile-giss-1-15-2020. HAL : hal-03643139. .

Conferences (16)

International conferences with peer review (15)

Alexandre Millot, Romain Mathonat, Rémy Cazabet & Jean-François Boulicaut (2020). "Actionable Subgroup Discovery and Urban Farm Optimization". International Symposium on Intelligent Data Analysis (IDA), 29 avril 2020, Konstanz (Germany), pp. 339-351. doi : 10.1007/978-3-030-44584-3_27. HAL : hal-02483314. .
Alexandre Millot, Rémy Cazabet & Jean-François Boulicaut (2020). "Optimal Subgroup Discovery in Purely Numerical Data". Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 16 mai 2020, Singapore (on line) (Singapore), pp. 112-124. doi : 10.1007/978-3-030-47436-2_9. HAL : hal-02483379. .
Rémi Vaudaine, Christine Largeron & Rémy Cazabet (2020). "Comparing the preservation of network properties by graph embeddings". Eighteenth International Symposium on Intelligent Data Analysis (IDA 2020), 27 avril 2020, Bodenseeforum (Germany). doi : 10.1007/978-3-030-44584-3_41. HAL : hal-02456857.
Rémy Cazabet (2020). "Data Compression to Choose a Proper Dynamic Network Representation". International Conference on Complex Networks and Their Applications, Madrid (Spain), pp. 522-532. doi : 10.1007/978-3-030-65347-7_43. HAL : hal-03173720.
Corentin Lonjarret, Céline Robardet, Marc Plantevit, Roch Auburtin & Martin Atzmueller (2020). "Why Should I Trust This Item? Explaining the Recommendations of any Model". IEEE International Conference on Data Science and Advanced Analytics (DSAA), 9 octobre 2020, Sydney (Australia). doi : 10.1109/DSAA49011.2020.00067. HAL : hal-02965196.
Anes Bendimerad, Jefrey Lijffijt, Marc Plantevit, Céline Robardet & Tijl De Bie (2020). "Gibbs Sampling Subjectively Interesting Tiles". Advances in Intelligent Data Analysis {XVIII} - 18th International Symposium on Intelligent Data Analysis (IDA 2020), Konstanz (on line) (Germany). doi : 10.1007/978-3-030-44584-3_7. HAL : hal-02960847. .
Clément Sage, Alex Aussem, Véronique Eglin, Haytham Elghazel & Jérémy Espinas (2020). "End-to-End Extraction of Structured Information from Business Documents with Pointer-Generator Networks". EMNLP 2020 Workshop on Structured Prediction for NLP, 20 novembre 2020, Punta Cana (online) (Dominican Republic). HAL : hal-02958913. .
Wissame Laddada, Fabien Duchateau, Franck Favetta & Ludovic Moncla (2020). "Ontology-Based Approach for Neighborhood and Real Estate Recommendations". 4th ACM SIGSPATIAL Workshop on Location-Based Recommendations, Geosocial Networks, and Geoadvertising (LocalRec'20), 6 novembre 2020, Seattle, WA (United States of America), pp. 1-10. doi : 10.1145/3423334.3431452. HAL : hal-03040142. .
Juan Gregorio Rejas, Catherine Pothier, Christophe Rigotti, Nicolas Méger, I. Vasquez, O. C. Rotunno, J. Bonatti & H. Barbosa (2020). "Studying Evolution of Hydrothermal Alteration Materials in the Turrialba Volcano through Multispectral and Hyperspectral Images". International Society for Photogrammetry and Remote Sensing Congress, Nice (France), 6 pages. doi : 10.5194/isprs-archives-XLIII-B2-2020-1259-2020. HAL : hal-03091306.
Mohamad Kanaan, Khalid Benabdeslem & Hamamache Kheddouci (2020). "A Generative Time Series Clustering Framework Based on an Ensemble Mixture of HMMs". ICTAI: International Conference on Tools with Artificial Intelligence, 9 novembre 2020, Online (France). doi : 10.1109/ICTAI50040.2020.00126. HAL : hal-02942474.
Romain Mathonat, Jean-François Boulicaut & Mehdi Kaytoue (2020). "A Behavioral Pattern Mining Approach to Model Player Skills in Rocket League". IEEE Conference on Games 2020, 24 août 2020, Online (Japan), pp. 267-274. doi : 10.1109/CoG47356.2020.9231739. HAL : hal-02921566. .
Fabio Mensi, Rémy Cazabet & Angelo Furno (2020). "Traffic speed prediction in the Lyon area using DCRNN". Marami 2020, Online (France). HAL : hal-04109252. .
Dihia Boulegane, Albert Bifet, Haytham Elghazel & Giyyarpuram Madhusudan (2020). "Streaming Time Series Forecasting using Multi-Target Regression with Dynamic Ensemble Selection". 2020 IEEE International Conference on Big Data (IEEE BigData 2020), Atlanta, GA, USA, December 10-13, 2020, 13 décembre 2020, Atlanta (United States of America), pp. 2170-2179. doi : 10.1109/BIGDATA50022.2020.9378264. HAL : hal-04468437.
Mohamed Benabdelkrim, Jean Savinien & Céline Robardet (2020). "Finding interest groups from Twitter lists". SAC '20: The 35th ACM/SIGAPP Symposium on Applied Computing, 30 mars 2020, Brno Czech Republic (France), pp. 1885-1887. doi : 10.1145/3341105.3374077. HAL : hal-03340772. .
Louis Duvivier, Rémy Cazabet & Céline Robardet (2020). "Edge based stochastic block model statistical inference". COMPLEX NETWORKS, 1 décembre 2020, Madrid (Spain), pp. 462-473. doi : 10.1007/978-3-030-65351-4_37. ArXiv : 2106.13571. HAL : hal-03340026. .

National conferences with peer review (1)

Alexandre Millot, Rémy Cazabet & Jean-François Boulicaut (2020). "Découverte d'un sous-groupe optimal dans des données purement numériques". Extraction et Gestion des Connaissances (EGC), 27 janvier 2020, Bruxelles (Belgium), 25-36. HAL : hal-02483329. .

HDR, thesis (6)

HDR (1)

Mehdi Kaytoue (2020). "Contributions to Pattern Discovery and Formal Concept Analysis". HAL : tel-02495263. .

Thesis (5)

Romain Mathonat (2020). "Rule Discovery in Labeled Sequential Data: Application to Game Analytics". HAL : tel-02970006. .
Mohamed Ali Hammal (2020). "Contribution à la découverte de sous-groupes corrélés : Application à l’analyse des systèmes territoriaux et des réseaux alimentaires". HAL : tel-03078791. .
Lucas Foulon (2020). "Détection d'anomalies dans les flux de données par structure d'indexation et approximation : Application à l'analyse en continu des flux de messages du système d'information de la SNCF". HAL : tel-03125747. .
Lucas Foulon (2020). "Détection d'anomalies dans les flux de données par structure d'indexation et approximation. Application à l'analyse en continu des flux de messages du système d'information de la SNCF". HAL : tel-03089142. .
Romain Mathonat (2020). "Rule discovery in labeled sequential data : Application to game analytics". HAL : tel-03127321. .

Book edition (books, chapters, seminars, congress, special numbers) (2)

Sébastien Ferré, Marianne Huchard, Mehdi Kaytoue, Sergei Kuznetsov & Amedeo Napoli (2020). "Formal Concept Analysis: From Knowledge Discovery to Knowledge Processing". A Guided Tour of Artificial Intelligence Research, Pierre Marquis, Odile Papini, Henri Prade, Springer International Publishing, pp. 411-445. doi : 10.1007/978-3-030-06167-8_13. HAL : hal-03085699.
Denis Vigier, Ludovic Moncla, Alice Brenon, Katherine Mcdonough & Thierry Joliveau (2020). "Classification des entités nommées dans l'Encyclopédie ou dictionnaire raisonné des sciences des arts et des métiers par une société de gens de lettres (1751-1772)". Actes du 7ème Congrès Mondial de Linguistique Française, Jul 2020, Montpellier, France. doi : 10.1051/shsconf/20207811008. HAL : hal-02578029. .

Reports (1)

Research reports/tecnical reports (1)

Stéphane Derrode, Romain Gauchon, Nicolas Ponthus, Christophe Rigotti, Catherine Pothier, Vitaly Volpert, Stéphane Loisel, Jean-Pierre Bertoglio & Pascal Roy (2020). "Piecewise estimation of R0 by a simple SEIR model. Application to COVID-19 in French regions and departments until June 30, 2020". Research report. HAL : hal-02910202. .

Others (8)

Ludovic Moncla, Patricia Murrieta-Flores & Carmen Brando (2020). "Proceedings of the 4th ACM SIGSPATIAL Workshop on Geospatial Humanities". HAL : hal-03160455.
Lucile Sautot, Jacques Fize, Martin Lentschat & Ludovic Journaux (2020). "Contributeurs au Grand Débat National demandant un développement du réseau ferroviaire et/ou une augmentation de la fréquence des trains dans l'aire urbaine de Dijon". HAL : hal-03375423. .
Ulf Brefeld, Elisa Fromont, Andreas Hotho, Arno Knobbe, Marloes Maathuis & Céline Robardet (2020). "Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part III". doi : 10.1007/978-3-030-46133-1. HAL : hal-04769074.
Ulf Brefeld, Elisa Fromont, Andreas Hotho, Arno Knobbe, Marloes Maathuis & Céline Robardet (2020). "Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part II". doi : 10.1007/978-3-030-46147-8. HAL : hal-04769056.
Ulf Brefeld, Elisa Fromont, Andreas Hotho, Arno Knobbe, Marloes Maathuis & Céline Robardet (2020). "Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part I". doi : 10.1007/978-3-030-46150-8. HAL : hal-04769046.
Lucile Sautot, Jacques Fize, Martin Lentschat & Ludovic Journaux (2020). "Contributeurs au Grand Débat National demandant un développement des pistes cyclables dans l'aire urbaine de Dijon". HAL : hal-03375432. .
Lucile Sautot, Jacques Fize, Martin Lentschat & Ludovic Journaux (2020). "Contributeurs au Grand Débat National demandant un développement des pistes cyclables dans l'aire urbaine de Grenoble". HAL : hal-03375443. .
Lucile Sautot, Jacques Fize, Martin Lentschat & Ludovic Journaux (2020). "Contributeurs au Grand Débat National demandant un développement du réseau ferroviaire et/ou une augmentation de la fréquence des trains dans l'aire urbaine de Grenoble.". HAL : hal-03375450. .

2019 (44)

Journals (8)

International journals with peer review (8)

Nicolas Méger, Christophe Rigotti, Catherine Pothier, Tuan Nguyen, Felicity Lodge, Lionel Gueguen, Rémi Andréoli, Marie-Pierre Doin & Mihai Datcu (2019). "Ranking evolution maps for Satellite Image Time Series exploration: application to crustal deformation and environmental monitoring". Data Mining and Knowledge Discovery, vol. 33, #1, pp. 131-167. doi : 10.1007/s10618-018-0591-9. HAL : hal-01898015. .
Giulio Rossetti, Letizia Milli & Rémy Cazabet (2019). "CDLIB: a python library to extract, compare and evaluate communities from complex networks". Applied Network Science, vol. 4, p. 52. doi : 10.1007/s41109-019-0165-9. HAL : hal-02197272. .
Ludovic Moncla, Mauro Gaio, Thierry Joliveau, Yves-François Le Lay, Noémie Boeglin & Pierre-Olivier Mazagol (2019). "Mapping urban fingerprints of odonyms automatically extracted from French novels". International Journal of Geographical Information Science, vol. 33, #12, pp. 2477-2497. doi : 10.1080/13658816.2019.1584804. HAL : hal-02070456. .
Mauro Gaio & Ludovic Moncla (2019). "Geoparsing and geocoding places in a dynamic space context: The case of hiking descriptions". Human Cognitive Processing, vol. 66, pp. 354-386. doi : 10.1075/hcp.66.10gai. HAL : hal-02117833.
Mohamed Ali Hammal, Hélène Mathian, Luc Merchez, Marc Plantevit & Céline Robardet (2019). "Rank correlated subgroup discovery". Journal of Intelligent Information Systems. doi : 10.1007/s10844-019-00555-y. HAL : hal-02093496.
Carmen Licón, Guillaume Bosc, Mohammed Sabri, Marylou Mantel, Arnaud Fournel, Caroline Bushdid, Jérôme Golebiowski, Céline Robardet, Marc Plantevit et al. (2019). "Chemical features mining provides new descriptive structure-odor relationships". PLoS Computational Biology, vol. 15, #4, e1006945. doi : 10.1371/journal.pcbi.1006945. HAL : hal-02343686.
Katherine Mcdonough, Ludovic Moncla & Matje Van De Camp (2019). "Named entity recognition goes to old regime France: geographic text analysis for early modern French corpora". International Journal of Geographical Information Science, pp. 1-25. doi : 10.1080/13658816.2019.1620235. HAL : hal-02141257.
Arnaud Bellec, Bernard Gauthiez, Serge Fenet & Bernard Kaufmann (2019). "Webarmature : Observatoire diachronique du territoire lyonnais". Cybergeo : Revue européenne de géographie / European journal of geography. doi : 10.4000/cybergeo.32652. HAL : hal-02458176.

Conferences (21)

International conferences with peer review (17)

Nyoman Juniarta, Victor Codocedo, Miguel Couceiro, Mehdi Kaytoue & Amedeo Napoli (2019). "Pattern Structures for Identifying Biclusters with Coherent Sign Changes". ICFCA 2019 - 15th International Conference on Formal Concept Analysis, 28 juin 2019, Frankfurt (Germany), pp. 1-13. HAL : hal-02166713. .
Romain Mathonat, Diana Nurbakova, Jean-François Boulicaut & Mehdi Kaytoue (2019). "SeqScout: Using a Bandit Model to Discover Interesting Subgroups in Labeled Sequences". IEEE International Conference on Data Science and Advanced Analytics (DSAA), 5 octobre 2019, Washington (United States of America), pp. 81-90. doi : 10.1109/DSAA.2019.00022. HAL : hal-02282082. .
Victor Codocedo, Jaume Baixeries, Mehdi Kaytoue & Amedeo Napoli (2019). "Sampling Representation Contexts with Attribute Exploration". ICFCA 2019 - 15th International Conference on Formal Concept Analysis, 28 juin 2019, Frankfurt (Germany), pp. 307-314. doi : 10.1007/978-3-030-21462-3_20. HAL : hal-02195498. .
Aimene Belfodil, Adnene Belfodil & Mehdi Kaytoue (2019). "Mining Formal Concepts using Implications between Items". International Conference on Formal Concept Analysis (ICFCA 2019), Frankfurt (Germany). doi : 10.1007/978-3-030-21462-3_12. HAL : hal-02080577. .
Anes Bendimerad, Jefrey Lijffijt, Marc Plantevit, Céline Robardet & Tijl De Bie (2019). "Contrastive antichains in hierarchies". SIGKDD 2019, 8 août 2019, Anchorage, Alaska (United States of America), 294:304. doi : 10.1145/3292500.3330954. HAL : hal-02114775. .
Clément Sage, Alex Aussem, Haytham Elghazel, Véronique Eglin & Jérémy Espinas (2019). "Recurrent Neural Network Approach for Table Field Extraction in Business Documents". 15th International Conference on Document Analysis and Recognition (ICDAR 2019), 25 septembre 2019, Sydney (Australia). doi : 10.1109/ICDAR.2019.00211. HAL : hal-02156269. .
Loïc Bonneval, Fabien Duchateau, Franck Favetta, Aurélien Gentil, Mohamed Jelassi, Maryvonne Miquel & Ludovic Moncla (2019). "Étude des quartiers : défis et pistes de recherche". Conférence Extraction et Gestion de Connaissances 2019 (EGC2019) Atelier DigitAl Humanities and cuLtural herItAge: data and knowledge management and analysis (DAHLIA 2019) -, 22 janvier 2019, Metz (France). HAL : hal-02005923. .
Louis Duvivier, Céline Robardet & Rémy Cazabet (2019). "Minimum entropy stochastic block models neglect edge distribution heterogeneity". 8th International Conference on Complex Networks and Their Applications (COMPLEX NETWORKS 2019), 12 décembre 2019, Lisbonne (Portugal), pp. 545-555. doi : 10.1007/978-3-030-36687-2_45. ArXiv : 1910.07879. HAL : hal-03339803. .
Souâad Boudebza, Rémy Cazabet, Omar Nouali & Faiçal Azouaou (2019). "Detecting Stable Communities in Link Streams at Multiple Temporal Scales". LEG@ECML-PKDD 2019 - Third International Workshop on Advances in Managing and Mining Large Evolving Graphs, 20 septembre 2019, Wurzburg (Germany). doi : 10.1007/978-3-030-43823-4_30. HAL : hal-03261697. .
Dou El Kefel Mansouri, Seif-Eddine Benkabou, Bachir Kaddar & Khalid Benabdeslem (2019). "A Novel Proposed Pooling for Convolutional Neural Network". 2019 IEEE 31st International Conference on Tools with Artificial Intelligence (ICTAI), 6 novembre 2019, Portland (United States of America), pp. 1739-1743. doi : 10.1109/ICTAI.2019.00258. HAL : hal-03961996.
Adnene Belfodil, Wouter Duivesteijn, Marc Plantevit, Sylvie Cazalens & Philippe Lamarre (2019). "DEvIANT : Discovering significant exceptional (dis)agreement within groups". Joint European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2019), Würzburg (Germany), pp. 3-20. doi : 10.1007/978-3-030-46150-8_1. HAL : hal-02961093. .
Mohamed-Ali Hammal, Bernardo Abreu, Marc Plantevit & Céline Robardet (2019). "Sampling Rank Correlated Subgroups". Distributed Computing and Artificial Intelligence, 16th International Conference, 28 juin 2019, Avila, Espagne (Spain), pp. 217-225. doi : 10.1007/978-3-030-23887-2_25. HAL : hal-04076705.
Ludovic Moncla, Katherine Mcdonough, Denis Vigier, Thierry Joliveau & Alice Brenon (2019). "Toponym disambiguation in historical documents using network analysis of qualitative relationships". 3rd ACM SIGSPATIAL International Workshop on Geospatial Humanities, 5 novembre 2019, Chicago (United States of America), pp. 1-4. doi : 10.1145/3356991.3365471. HAL : hal-02350193.
Tuan Nguyen, Nicolas Méger, Christophe Rigotti, Catherine Pothier, Noel Gourmelen & Emmanuel Trouvé (2019). "A pattern-based mining system for exploring Displacement Field Time Series". 19th IEEE International Conference on Data Mining (ICDM) Demo, 11 novembre 2019, Beijing (China), pp. 1110-1113. doi : 10.1109/ICDMW.2019.00165. HAL : hal-02361793. .
Lucas Foulon, Serge Fenet, Christophe Rigotti & Denis Jouvin (2019). "Scoring Message Stream Anomalies in Railway Communication Systems". LMID 2019 - IEEE Workshop on Learning and Mining with Industrial Data, 11 novembre 2019, Beijing (China), pp. 1-8. doi : 10.1109/ICDMW.2019.00114. HAL : hal-02357924. .
Adnene Belfodil, Aimene Belfodil, Anes Bendimerad, Philippe Lamarre, Céline Robardet, Mehdi Kaytoue & Marc Plantevit (2019). "FSSD - A Fast and Efficient Algorithm for Subgroup Set Discovery". IEEE International Conference on Data Science and Advanced Analytics (DSAA), 5 octobre 2019, Washington DC (United States of America). doi : 10.1109/DSAA.2019.00023. HAL : hal-02355503. .
Denis Vigier, Ludovic Moncla, Thierry Joliveau, Katherine Mcdonough & Alice Brenon (2019). "GeoDISCO: Encyclopedic Geographical Discourse in France from the Enlightenment to Wikipedia". GIR'19, 13th International Workshop on Geographic Information Retrieval, 28 novembre 2019, Lyon (France). HAL : hal-02474835.

National conferences with peer review (4)

Romain Mathonat, Jean-François Boulicaut & Mehdi Kaytoue (2019). "Découverte de sous-groupes à partir de données séquentielles par échantillonnage et optimisation locale". Extraction et Gestion des Connaissances, 25 janvier 2019, Metz (France), pp. 153-164. HAL : hal-02278857. .
Charles De Lacombe, Antoine Morel, Adnene Belfodil, François Portet, Cyril Labbé, Sylvie Cazalens, Marc Plantevit & Philippe Lamarre (2019). "Analyse de comportements relatifs exceptionnels expliquée par des textes : les votes du parlement européen". Extraction et Gestion des connaissances (EGC), 25 janvier 2019, Metz (France), pp. 437-440. HAL : hal-02009172. .
Lucas Foulon, Christophe Rigotti, Serge Fenet & Denis Jouvin (2019). "Approximation du score CFOF de détection d’anomalie dans un arbre d’indexation iSAX : Application au contexte SI de la SNCF". EGC 2019 - 19ème Conférence francophone sur l'Extraction et la Gestion des Connaissances, 25 janvier 2019, Metz (France), pp. 1-12. HAL : hal-02019035. .
Corentin Lonjarret, Marc Plantevit, Céline Robardet & Roch Auburtin (2019). "Recommandation séquentielle à base de séquences fréquentes". Extraction et Gestion des Connaissances (EGC), 21 janvier 2019, Metz (France). HAL : hal-02914391. .

HDR, thesis (4)

Thesis (4)

Aimene Belfodil (2019). "An order theoretic point-of-view on subgroup discovery". HAL : tel-02900671. .
Julien Salotti (2019). "Méthodes de sélection de voisinage pour la prévision à court-terme du trafic urbain". HAL : tel-02900506. .
Anes Bendimerad (2019). "Mining useful patterns in attributed graphs". HAL : tel-02490868. .
Julien Salotti (2019). "Méthodes de sélection de voisinage et de prévision à court-terme pour l’analyse du trafic urbain". HAL : tel-02339366. .

Book edition (books, chapters, seminars, congress, special numbers) (3)

Ronan Hamon, Pierre Borgnat, Patrick Flandrin & Céline Robardet (2019). "Transformation from Graphs to Signals and Back". Vertex-Frequency Analysis of Graph Signals, Springer International Publishing, pp. 111-139. doi : 10.1007/978-3-030-03574-7_2. HAL : hal-01949745.
Céline Robardet, Anna Monreale, Livio Bioglio, Carlos Alzate, Valerio Bitetta, Ilaria Bordino, Guido Caldarelli, Andrea Ferretti, Riccardo Guidotti et al. (2019). "ECML PKDD 2018 Workshops - MIDAS 2018 and PAP 2018, Dublin, Ireland, September 10-14, 2018, Proceedings". HAL : hal-02016451.
Rémy Cazabet & Giulio Rossetti (2019). "Challenges in Community Discovery on Temporal Networks". Temporal Network Theory, pp. 181-197. doi : 10.1007/978-3-030-23495-9_10. HAL : hal-03173705.

Reports (3)

Research reports/tecnical reports (3)

Adnene Belfodil, Wouter Duivesteijn, Marc Plantevit, Sylvie Cazalens & Philippe Lamarre (2019). "DEvIANT: Discovering Significant Exceptional (Dis-)Agreement Within Groups". Research report. HAL : hal-02161309. .
Aimene Belfodil, Adnene Belfodil & Mehdi Kaytoue (2019). "Anytime Subgroup Discovery in Numerical Domains with Guarantees - Technical Report". Technical report. HAL : hal-01874949. .
Adnene Belfodil, Sylvie Cazalens, Philippe Lamarre & Marc Plantevit (2019). "Identifying exceptional (dis)agreement between groups - Technical Report". Research report. HAL : hal-02018813. .

Others (5)

Aimene Belfodil, Sergei Kuznetsov & Mehdi Kaytoue (2019). "On Pattern Setups and Pattern Multistructures". ArXiv : 1906.02963. HAL : hal-02147757. .
Anil Narassiguin & Selina Sargent (2019). "Data Science for Influencer Marketing : feature processing and quantitative analysis". ArXiv : 1906.05911. HAL : hal-02120859. .
Eric Chraibi, Lucile Sautot, Jacques Fize, Sébastien Peillet, Ludovic Journaux & Flavie Cernesson (2019). "How contributors feel about the impact of climate change on their daily lives (online contributions to the Great National Debate - Ecological Transition)". HAL : hal-02935752. .
Eric Chraibi, Lucile Sautot, Jacques Fize, Sébastien Peillet, Ludovic Journaux & Flavie Cernesson (2019). "Number of online contributions to the Great National Debate -Grand Débat National- (Ecological Transition) in mainland France". HAL : hal-02935718. .
Lucas Foulon, Serge Fenet, Christophe Rigotti & Denis Jouvin (2019). "Detecting Anomalies over Message Streams in Railway Communication Systems". AALTD@ECML/PKDD 2019 - 4th Workshop on Advanced Analytics and Learning on Temporal Data. Poster, 20 septembre 2019, Wurzburg (Germany). Poster. HAL : hal-02357927. .

2018 (30)

Journals (8)

International journals with peer review (8)

Giulio Rossetti & Rémy Cazabet (2018). "Community Discovery in Dynamic Networks: a Survey". ACM Computing Surveys, vol. 2, #51, p. 35. doi : 10.1145/3172867. HAL : hal-01658399. .
Jaume Baixeries, Victor Codocedo, Mehdi Kaytoue & Amedeo Napoli (2018). "Characterizing Approximate-Matching Dependencies in Formal Concept Analysis with Pattern Structures". Discrete Applied Mathematics, vol. 249, pp. 18-27. doi : 10.1016/j.dam.2018.03.073. HAL : hal-01673441. .
Souâad Boudebza, Rémy Cazabet, Faiçal Azouaou & Omar Nouali (2018). "OLCPM: An Online Framework for Detecting Overlapping Communities in Dynamic Social Networks". Computer Communications. doi : 10.1016/j.comcom.2018.04.003. ArXiv : 1804.03842. HAL : hal-01761341. .
Guillaume Bosc, Jean-François Boulicaut, Chedy Raïssi & Mehdi Kaytoue (2018). "Anytime Discovery of a Diverse Set of Patterns with Monte Carlo Tree Search". Data Mining and Knowledge Discovery, vol. 32, #3, pp. 604-650. doi : 10.1007/s10618-017-0547-5. HAL : hal-01662857. .
Denis Lecoeuche, Alex Aussem & Maxime Gasse (2018). "On the use of binary stochastic autoencoders for multi-label classification under the zero-one loss". Procedia Computer Science, vol. 144, pp. 71-80. doi : 10.1016/j.procs.2018.10.506. HAL : hal-02042711.
Anes Bendimerad, Marc Plantevit & Céline Robardet (2018). "Mining exceptional closed patterns in attributed graphs". Knowledge and Information Systems (KAIS), vol. 56, #1, pp. 1-25. doi : 10.1007/s10115-017-1109-2. HAL : hal-01625007. .
Ludovic Moncla & Mauro Gaio (2018). "Services Web pour l’annotation sémantique d’information spatiale à partir de corpus textuels". Revue Internationale de Géomatique, vol. 28, #4, pp. 439-459. doi : 10.3166/rig.2018.00066. HAL : hal-02113434. .
Tuan Nguyen, Nicolas Méger, Christophe Rigotti, Catherine Pothier, Emmanuel Trouvé, Noel Gourmelen & Jean-Louis Mugnier (2018). "A pattern-based method for handling confidence measures while mining satellite displacement field time series. Application to Greenland ice sheet and Alpine glaciers". IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 11, #11, pp. 4390-4402. doi : 10.1109/JSTARS.2018.2874499. HAL : hal-01912708. .

Conferences (17)

International conferences with peer review (16)

Sergio Peignier, Christophe Rigotti, Anthony Rossi & Guillaume Beslon (2018). "Weight-based search to find clusters around medians in subspaces". SAC 2018 - ACM Symposium On Applied Computing, 13 avril 2018, Pau (France), pp. 1-10. HAL : hal-01869974. .
Maëlle Moranges, Marc Plantevit, Arnaud Fournel, Moustafa Bensafi & Céline Robardet (2018). "Exceptional Attributed Subgraph Mining To Understand The Olfactory Percept". 21st International Conference on Discovery Science, 31 octobre 2018, Limassol (Cyprus), pp. 276-291. HAL : hal-01878375. .
Nyoman Juniarta, Victor Codocedo, Miguel Couceiro & Amedeo Napoli (2018). "Biclustering Based on FCA and Partition Pattern Structures for Recommendation Systems". NFMCP 2018 - 7th International Workshop on New Frontiers in Mining Complex Patterns, 14 septembre 2018, Dublin (Ireland). HAL : hal-01889384. .
Tuan Nguyen, Nicolas Méger, Christophe Rigotti, Catherine Pothier, Emmanuel Trouvé & Jean-Louis Mugnier (2018). "Finding Complementary and Reliable Patterns in Displacement Field Time Series of Alpine Glaciers". IGARSS 2018 - IEEE International Geoscience and Remote Sensing Symposium, 27 juillet 2018, Valencia (Spain), pp. 4213-4216. HAL : hal-01868749. .
Luciano Gervasoni, Serge Fenet, Régis Perrier & Peter Sturm (2018). "Convolutional neural networks for disaggregated population mapping using open data". DSAA 2018 - 5th IEEE International Conference on Data Science and Advanced Analytics, 4 octobre 2018, Turin (Italy), pp. 594-603. doi : 10.1109/DSAA.2018.00076. HAL : hal-01852585. .
Luciano Gervasoni, Serge Fenet & Peter Sturm (2018). "Une méthode pour l’estimation désagrégée de données de population à l’aide de données ouvertes". EGC 2018 - 18ème Conférence Internationale sur l'Extraction et la Gestion des Connaissances, 26 janvier 2018, Paris (France), pp. 83-94. HAL : hal-01667975. .
Aakash Sinha, Rémy Cazabet & Rémi Vaudaine (2018). "Systematic Biases in Link Prediction: comparing heuristic and graph embedding based methods". Complex networks 2018 - The 7th International Conference on Complex Networks and Their Applications, Cambridge (United Kingdom). doi : 10.1007/978-3-030-05411-3_7. ArXiv : 1811.12159. HAL : hal-01892997. .
Aimene Belfodil, Sergei Kuznetsov & Mehdi Kaytoue (2018). "Pattern Setups and Their Completions". The 14th International Conference on Concept Lattices and Their Applications (CLA 2018), 14 juin 2018, Olomouc (Czech Republic), pp. 243-253. HAL : hal-01818740. .
Victor Codocedo, Jaume Baixeries, Mehdi Kaytoue & Amedeo Napoli (2018). "Characterizing Covers of Functional Dependencies using FCA". CLA 2018 - The 14th International Conference on Concept Lattices and Their Applications, 14 juin 2018, Olomouc (Czech Republic), pp. 279-290. HAL : hal-01856516. .
Katherine Mcdonough, Ludovic Moncla & Matje Van De Camp (2018). "Expérimentation de méthodes d’extraction d’informations géographiques pour les documents historiques". Atelier Humanités Numériques Spatialisées (HumaNS’2018) - SAGEO 2018, 6 novembre 2018, Montpellier (France). HAL : hal-01917024.
Anes Bendimerad, Ahmad Mel, Jefrey Lijffijt, Marc Plantevit, Céline Robardet & Tijl De Bie (2018). "Mining Subjectively Interesting Attributed Subgraphs". INTERNATIONAL WORKSHOP ON MINING AND LEARNING WITH GRAPHS, held with SIGKDD 2018, 20 août 2018, Londres (United Kingdom). HAL : hal-02060190. .
Aimene Belfodil, Adnene Belfodil & Mehdi Kaytoue (2018). "Anytime Subgroup Discovery in Numerical Domains with Guarantees". Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2018, 10 septembre 2018, Dublin (Ireland), pp. 500-516. doi : 10.1007/978-3-030-10928-8_30. HAL : hal-02117627. .
Ludovic Moncla, Mauro Gaio & Thierry Joliveau (2018). "Cartographier les odonymes de Paris cités dans les romans du XIXème siècle". Atelier Humanités Numériques Spatialisées (HumaNS’2018) - SAGEO 2018, 6 novembre 2018, Montpellier (France). HAL : hal-01917027.
Seif-Eddine Benkabou, Khalid Benabdeslem & Frederic Cherqui (2018). "An improved Laplacian semi-supervised regression". 30th International Conference on Tools with Artificial Intelligence, 7 novembre 2018, Volos (Greece). HAL : hal-01954836.
Julien Salotti, Serge Fenet, Romain Billot, Nour-Eddin Faouzi & Christine Solnon (2018). "Comparison of traffic forecasting methods in urban and suburban context". ICTAI 2018 : IEEE 30th International Conference on Tools with Artificial Intelligence, 7 novembre 2018, Volos (Greece), pp. 846-853. doi : 10.1109/ICTAI.2018.00132. HAL : hal-01895136. .
Vivien Kraus, Khalid Benabdeslem & Frederic Cherqui (2018). "Régression Laplacienne semi-supervisée pour la reconstitution des dates de pose des réseaux d'assainissement". Extraction et gestion des Connaissances (EGC), Paris (France). HAL : hal-01794095.

National conferences with peer review (1)

Nyoman Juniarta, Victor Codocedo, Miguel Couceiro & Amedeo Napoli (2018). "Biclustering Based on FCA and Partition Pattern Structures for Recommendation Systems". SFC 2018 - XXVèmes Rencontres de la Société Francophone de Classification, 7 septembre 2018, Paris (France). HAL : hal-01889309. .

HDR, thesis (4)

HDR (1)

Marc Plantevit (2018). "Contributions to Pattern Mining in Augmented Graphs". HAL : tel-01956252. .

Thesis (3)

Anil Narassiguin (2018). "Ensemble Learning, Comparative Analysis and Further Improvements with Dynamic Ensemble Selection". HAL : tel-02146962. .
Seif-Eddine Benkabou (2018). "Détection d’anomalies dans les séries temporelles : application aux masses de données sur les pneumatiques". HAL : tel-01839074. .
Tuan Nguyen (2018). "Prise en compte de la qualité des données lors de l’extraction et de la sélection d’évolutions dans les séries temporelles de champs de déplacements en imagerie satellitaire". HAL : tel-01939255. .

Others (1)

Romain Billot, Serge Fenet, Julien Salotti, Nour Eddin El Faouzi & Christine Solnon (2018). "Comparaison de méthodes de prévision à court terme du trafic en milieux urbain et périurbain". CAP 2018 conférence sur l'apprentissage automatique, 20 juin 2018, Rouen (France). Poster. HAL : hal-02505831.

2017 (28)

Journals (5)

International journals with peer review (5)

Willy Ugarte, Patrice Boizumault, Bruno Crémilleux, Alban Lepailleur, Samir Loudni, Marc Plantevit, Chedy Raïssi & Arnaud Soulet (2017). "Skypattern mining: From pattern condensed representations to dynamic constraint satisfaction problems". Artificial Intelligence, vol. 244, pp. 48-69. doi : 10.1016/j.artint.2015.04.003. HAL : hal-02048224. .
Guillaume Bosc, Philip Tan, Jean-François Boulicaut, Chedy Raïssi & Mehdi Kaytoue (2017). "A Pattern Mining Approach to Study Strategy Balance in RTS Games". IEEE Transactions on Computational Intelligence and AI in games, vol. 9, #2, pp. 123-132. doi : 10.1109/TCIAIG.2015.2511819. HAL : hal-01252728. .
Jonas Abernot, Guillaume Beslon, Simon Hickinbotham, Sergio Peignier & Christophe Rigotti (2017). "Evolving Instrument Based on Symbiont-Host Metaphor: a Commensal Computation". Journal of Creative Music Systems, vol. 2, #1, pp. 1-10. doi : 10.5920/JCMS.2017.11. HAL : hal-01596573. .
Mehdi Kaytoue, Marc Plantevit, Albrecht Zimmermann, Anes Bendimerad & Céline Robardet (2017). "Exceptional contextual subgraph mining". Machine Learning, vol. 106, #08, pp. 1171-1211. doi : 10.1007/s10994-016-5598-0. HAL : hal-01488732. .
Seif-Eddine Benkabou, Khalid Benabdeslem & Canitia Bruno (2017). "Unsupervised Outlier Detection for Time Series by Entropy and Dynamic Time Warping". Knowledge and Information Systems (KAIS). doi : 10.1007/s10115-017-1067-8. HAL : hal-01528252.

Conferences (18)

International conferences with peer review (13)

Rémy Cazabet, Rim Baccour & Matthieu Latapy (2017). "Tracking bitcoin users activity using community detection on a network of weak signals". The 6th International Conference on Complex Networks and Their Applications, 29 novembre 2017, Lyon (France). ArXiv : 1710.08158. HAL : hal-01617992. .
Anes Bendimerad, Rémy Cazabet, Marc Plantevit & Céline Robardet (2017). "Contextual Subgraph Discovery With Mobility Models". COMPLEX NETWORKS 2017, 29 novembre 2017, Lyon (France), pp. 477-489. HAL : hal-01625068. .
Luciano Gervasoni, Martí Bosch, Serge Fenet & Peter Sturm (2017). "Calculating spatial urban sprawl indices using open data". 15th International Conference on Computers in Urban Planning and Urban Management, 14 juillet 2017, Adelaide (Australia). HAL : hal-01535469. .
Anil Narassiguin, Haytham Elghazel & Alex Aussem (2017). "Dynamic Ensemble Selection with Probabilistic Classifier Chains". European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2017), 18 septembre 2017, Skopje (Republic of Macedonia), pp. 169-186. HAL : hal-02018695.
Victor Codocedo, Guillaume Bosc, Mehdi Kaytoue, Jean-François Boulicaut & Amedeo Napoli (2017). "A Proposition for Sequence Mining Using Pattern Structures". ICFCA 2017 - 14th International Conference on Formal Concept Analysis, 16 juin 2017, Rennes (France), pp. 106-121. doi : 10.1007/978-3-319-59271-8_7. HAL : hal-01549107. .
Quentin Labernia, Victor Codocedo, Céline Robardet & Mehdi Kaytoue (2017). "Mining the Lattice of Binary Classifiers for Identifying Duplicate Labels in Behavioral Data". 30th International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, 30 juin 2017, Arras (France), pp. 40-21. doi : 10.1007/978-3-319-60045-1_2. HAL : hal-01551395. .
Aimene Belfodil, Sergei Kuznetsov, Céline Robardet & Mehdi Kaytoue (2017). "Mining Convex Polygon Patterns with Formal Concept Analysis". The Twenty-Sixth International Joint Conference on Artificial Intelligence (IJCAI), 25 août 2017, Melbourne (Australia), pp. 1425-1432. doi : 10.24963/ijcai.2017/197. HAL : hal-01573841. .
Sergio Peignier, Jonas Abernot, Christophe Rigotti & Guillaume Beslon (2017). "EvoMove: Evolutionary-based living musical companion". European Conference on Artificial Life (ECAL), 8 septembre 2017, Villeurbanne (France), pp. 1-8. HAL : hal-01569091. .
Van-Tinh Tran & Alex Aussem (2017). "Reducing variance due to importance weighting in covariate shift bias correction". European Symposium on Artificial Neural Networks, Bruges (Belgium). HAL : hal-02042795.
Tuan Nguyen, Nicolas Méger, Christophe Rigotti, Catherine Pothier, Emmanuel Trouvé & Noel Gourmelen (2017). "Handling coherence measures of displacement field time series: Application to Greenland ice sheet glaciers". 9th International Workshop on the Analysis of Multitemporal Remote Sensing Images (MultiTemp), 29 septembre 2017, Brugge (Belgium), pp. 1-4. doi : 10.1109/Multi-Temp.2017.8035228. HAL : hal-01591461.
Seif-Eddine Benkabou, Khalid Benabdeslem & Bruno Canitia (2017). "Local-to-Global unsupervised anomaly detection from temporal data". PAKDD, 23 mai 2017, Jeju (Korea (South)). HAL : hal-01458411.
Seif-Eddine Benkabou, Khalid Benabdeslem & Bruno Canitia (2017). "L2-Type Regularization-based Unsupervised Anomaly Detection from Temporal Data". IEEE IJCNN, 14 mai 2017, Alaska (United States of America). HAL : hal-01458412.
Adnene Belfodil, Sylvie Cazalens, Philippe Lamarre & Marc Plantevit (2017). "Flash points: Discovering exceptional pairwise behaviors in vote or rating data". ECML/PKDD, 22 septembre 2017, Skopje (Republic of Macedonia), pp. 442-458. doi : 10.1007/978-3-319-71246-8_27. HAL : hal-01587041. .

National conferences with peer review (5)

Seif-Eddine Benkabou, Khalid Benabdeslem & Bruno Canitia (2017). "Régularisation Ridge pour la détection non-supervisée à partir de séries temporelles". SFC: Société Francophone de Classification, 30 juin 2017, Lyon (France). HAL : hal-01581660.
Guillaume Bosc, Jean-François Boulicaut, Chedy Raïssi & Mehdi Kaytoue (2017). "Découverte de sous-groupes avec les arbres de recherche de Monte Carlo". Extraction et Gestion de Connaissances EGC 2017, 27 janvier 2017, Grenoble (France). HAL : hal-01433054. .
Luciano Gervasoni, Martì Bosch, Serge Fenet & Peter Sturm (2017). "LUM_OSM : une plateforme pour l'évaluation de la mixité urbaine à partir de données participatives". Atelier Gestion et Analyse des données Spatiales et Temporelles, 24 janvier 2017, Grenoble (France), pp. 3-23. HAL : hal-01548341. .
Elodie Scholastique, Catherine Pothier, Louis Vinet, Christophe Rigotti & Nicole Bouillod (2017). "3D Geomodelling Contribution to the Mapping of Gravitational Hazards on the Hill of Croix-Rousse". Journées Aléas Gravitaires (JAG), 25 octobre 2017, Besançon (France), pp. 1-4. HAL : hal-01596585. .
Lucas Rezakhanlou, Serge Fenet, Luciano Gervasoni & Peter Sturm (2017). "USAT (Urban Sprawl Analysis Toolkit) : une plateforme web d'analyse de l'étalement urbain à partir de données massives ouvertes". Atelier Démo de la conférence SAGEO (Spatial Analysis and Geomatics), 6 novembre 2017, Rouen (France). HAL : hal-01610738. .

HDR, thesis (4)

Thesis (4)

Maxime Gasse (2017). "Probabilistic Graphical Model Structure Learning : Application to Multi-Label Classification". HAL : tel-01442613. .
Van-Tinh Tran (2017). "Selection Bias Correction in Supervised Learning with Importance Weight". HAL : tel-01661470. .
Ouadie Gharroudi (2017). "Ensemble multi-label learning in supervised and semi-supervised settings". HAL : tel-01736344. .
Guillaume Bosc (2017). "Anytime discovery of a diverse set of patterns with Monte Carlo tree search". HAL : tel-02001153. .

Book edition (books, chapters, seminars, congress, special numbers) (1)

Nicolas Méger, Edoardo Pasolli, Christophe Rigotti, Emmanuel Trouvé & Farid Melgani (2017). "Satellite Image Time Series: mathematical models for data mining and missing data restoration". Mathematical Models for Remote Sensing Image Processing, Gabriele Moser, Josiane Zerubia, Springer International Publishing, pp. 357-398. doi : 10.1007/978-3-319-66330-2. HAL : hal-01567675.

2016 (40)

Journals (6)

International journals with peer review (6)

Marc Plantevit, Céline Robardet & Vasile-Marian Scuturici (2016). "Graph Dependency Construction Based on Interval-based Event Dependencies Detection in Data Streams". Intelligent Data Analysis, vol. 202, pp. 223-256. doi : 10.3233/IDA-160803. HAL : hal-01130544.
Anil Narassiguin, Mohamed Bibimoune, Haytham Elghazel & Alex Aussem (2016). "An Extensive Empirical Comparison of Ensemble Learning Methods for Binary Classification". Pattern Analysis and Applications, vol. 19, #4, pp. 1093-1128. doi : 10.1007/s10044-016-0553-z. HAL : hal-01375159.
Florence Magrangeas, Rowan Kuiper, Hervé Avet-Loiseau, Wilfried Gouraud, Catherine Guérin-Charbonnel, Ludovic Ferrer, Alexandre Aussem, Haytham Elghazel, Jérôme Suhard et al. (2016). "A Genome-Wide Association Study Identifies a Novel Locus for Bortezomib-Induced Peripheral Neuropathy in European Multiple Myeloma Patients". Clinical Cancer Research, Epub ahead of print. doi : 10.1158/1078-0432.CCR-15-3163. HAL : inserm-01313506. .
Ronan Hamon, Pierre Borgnat, Patrick Flandrin & Céline Robardet (2016). "Relabelling vertices according to the network structure by minimizing the cyclic bandwidth sum". Journal of Complex Networks, vol. 4, #4, pp. 534-560. doi : 10.1093/comnet/cnw006. HAL : ensl-01556074.
Haytham Elghazel, Alex Aussem, Ouadie Gharroudi & Wafa Saadaoui (2016). "Ensemble Multi-label Text Categorization based on Rotation Forest and Latent Semantic Indexing". Expert Systems with Applications, vol. 57, pp. 1-11. HAL : hal-01375162.
Ronan Hamon, Pierre Borgnat, Patrick Flandrin & Céline Robardet (2016). "Extraction of Temporal Network Structures from Graph-based Signals". IEEE Transactions on Signal and Information Processing over Networks, vol. 2, #2, pp. 215-226. doi : 10.1109/TSIPN.2016.2530562. HAL : hal-01330184. .

Conferences (25)

International conferences with peer review (18)

Anes Bendimerad, Marc Plantevit & Céline Robardet (2016). "Unsupervised Exceptional Attributed Sub-graph Mining in Urban Data". IEEE International Conference on Data Mining (ICDM 2016), 15 décembre 2016, Barcelone (Spain), pp. 21-30. HAL : hal-01430622. .
Victor Codocedo, Jaume Baixeries, Mehdi Kaytoue & Amedeo Napoli (2016). "Characterization of Order-like Dependencies with Formal Concept Analysis". Thirteenth International Conference on Concept Lattices and Their Applications (CLA 2016), 22 juillet 2016, Moscou (Russian Federation), pp. 123-134. HAL : hal-01348496. .
Victor Codocedo, Jaume Baixeries, Mehdi Kaytoue & Amedeo Napoli (2016). "Contributions to the Formalization of Order-like Dependencies using FCA". What can FCA do for Artificial Intelligence?, 20 août 2016, The Hague (Netherlands). HAL : hal-01420630. .
Maxime Gasse & Alex Aussem (2016). "F-Measure Maximization in Multi-Label Classification with Conditionally Independent Label Subsets". European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 23 septembre 2016, Riva del garda (Italy), pp. 619-631. doi : 10.1007/978-3-319-46128-1_39. HAL : hal-01425528. .
Maxime Gasse & Alex Aussem (2016). "Identifying the irreducible disjoint factors of a multivariate probability distribution.". Probabilistic Graphical Models, 9 septembre 2016, Lugano (Switzerland), pp. 183-194. HAL : hal-01425447. .
Anil Narassiguin, Haytham Elghazel & Alex Aussem (2016). "Similarity Tree Pruning: A Novel Dynamic Ensemble Selection Approach". 2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW), 15 décembre 2016, Barcelona (Spain), pp. 1243-1250. HAL : hal-02018696.
Ouadie Gharroudi, Haytham Elghazel & Alex Aussem (2016). "A Semi-Supervised Ensemble Approach for Multi-label Learning". 2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW), 15 décembre 2016, Barcelona (Spain), pp. 1197-1204. HAL : hal-02018699.
Jérôme Gippet, Serge Fenet, Adeline Dumet, Bernard Kaufmann & Charles Rocabert (2016). "MoRIS: Model of Routes of Invasive Spread. Human-mediated dispersal, road network and invasion parameters". 5th International Conference on Ecology and Transportation: Integrating Transport Infrastructures with Living Landscapes, 2 septembre 2016, Lyon (France). HAL : hal-01412280.
Raywat Makkhongkaew & Khalid Benabdeslem (2016). "Semi-supervised similarity preserving co-selection". IEEE ICDM Workshop on High Dimensional Data Mining, 12 décembre 2016, Barcelona (Spain). HAL : hal-01367845.
Tuan Nguyen, Nicolas Méger, Christophe Rigotti, Catherine Pothier & Rémi Andréoli (2016). "SITS-P2miner: Pattern-Based Mining of Satellite Image Time Series". European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD) Demo, 23 septembre 2016, Riva del Garda (Italy), pp. 63-66. doi : 10.1007/978-3-319-46131-1_14. HAL : hal-01367996.
Jonas Abernot, Guillaume Beslon, Simon Hickinbotham, Sergio Peignier & Christophe Rigotti (2016). "A Commensal Architecture for Evolving Living Instruments". Conference on Computer Simulation of Musical Creativity, 19 juin 2016, Huddersfield (United Kingdom), pp. 1-8. HAL : hal-01368034.
Guillaume Bosc, Jérôme Golebiowski, Moustafa Bensafi, Céline Robardet, Marc Plantevit, Jean-François Boulicaut & Mehdi Kaytoue (2016). "Local subgroup discovery for eliciting and understanding new structure-odor relationships". Discovery Science: 19th International Conference, DS 2016, 21 octobre 2016, Bari (Italy), pp. 19-34. doi : 10.1007/978-3-319-46307-0_2. HAL : hal-01346660. .
Guillaume Bosc, Marc Plantevit, Jean-François Boulicaut, Moustafa Bensafi & Mehdi Kaytoue (2016). "h(odor): Interactive Discovery of Hypotheses on the Structure-Odor Relationship in Neuroscience". ECML/PKDD 2016 (Demo), 23 septembre 2016, Riva del Garda (Italy), pp. 17-21. HAL : hal-01346679. .
Seif-Eddine Benkabou, Khalid Benabdeslem & Bruno Canitia (2016). "Entropy-based clustering for anomaly detection from time-series data". ICML Workshop on Anomaly detection, New York (United States of America). HAL : hal-01340978.
Raywat Makkhongkaew, Khalid Benabdeslem & Haytham Elghazel (2016). "Semi-supervised co-selection: features and instances by a weighting approach". International Joint Conference on Neural Networks (IJCNN 2016), 24 juillet 2016, Vancouver (Canada). HAL : hal-01340591.
Olivier Cavadenti, Victor Codocedo, Jean-François Boulicaut & Mehdi Kaytoue (2016). "What did I do Wrong in my MOBA Game?: Mining Patterns Discriminating Deviant Behaviours". International Conference on Data Science and Advanced Analytics, 19 octobre 2016, Montréal (Canada). HAL : hal-01388321. .
Luciano Gervasoni, Martí Bosch, Serge Fenet & Peter Sturm (2016). "A framework for evaluating urban land use mix from crowd-sourcing data". 2nd International Workshop on Big Data for Sustainable Development, 8 décembre 2016, Washington DC (United States of America), pp. 2147-2156. doi : 10.1109/BigData.2016.7840844. HAL : hal-01396792. .
Youen Pericault, Catherine Pothier, Nicolas Méger, Emmanuel Trouvé, Flavien Vernier, Christophe Rigotti & Jean-Philippe Malet (2016). "Grouped frequent sequential patterns derived from terrestrial image time series tomonitor landslide behaviour – Application to the dynamics of the Sanières/Roche Plombée rockslide.". Geophysical Research Abstracts - EGU General Assembly 2016, 22 avril 2016, Vienna (Austria), pp. 1-1. HAL : hal-01306556.

National conferences with peer review (7)

Olivier Cavadenti, Victor Codocedo, Mehdi Kaytoue & Jean-François Boulicaut (2016). "Découverte de motifs intelligibles et caractéristiques d'anomalies dans les traces unitaires". 16ème Conférence Internationale Francophone sur l'Extraction et la Gestion des Connaissances, 22 janvier 2016, Reims (France). HAL : hal-01265254. .
Aimene Belfodil, Mehdi Kaytoue, Céline Robardet, Marc Plantevit & Julien Zarka (2016). "Une méthode de découverte de motifs contextualisés dans les traces de mobilité d'une personne". 16ème Journées Francophones Extraction et Gestion des Connaissances, 22 janvier 2016, Reims (France), pp. 63-68. HAL : hal-01265204. .
Quentin Labernia, Victor Codocedo, Mehdi Kaytoue & Céline Robardet (2016). "Découverte de labels dupliqués par l'exploration du treillis des classifieurs binaires". 16 ème journées Francophones Extraction et Gestion des Connaissances, 22 janvier 2016, Reims (France), pp. 255-266. HAL : hal-01265202. .
Catherine Pothier, Rémi Andréoli, Nicolas Méger & Christophe Rigotti (2016). "Suivi de l'érosion par imagerie satellite et fouille de données spatio-temporelles". Journées Nationales de Géotechnique et de Géologie de l'Ingénieur, 8 juillet 2016, Nancy (France), pp. 1-8. HAL : hal-01367992.
Seif-Eddine Benkabou, Khalid Benabdeslem & Bruno Canitia (2016). "Une approche embedded pour la détection de nouveautés à partir de séries temporelles". Société Francophone de Classification (SFC), Marrakech (Morocco). HAL : hal-01340981.
Raywat Makkhongkaew, Khalid Benabdeslem & Haytham Elghazel (2016). "Co-sélection instances-variables en mode semi-supervisé". AAFD & SFC'16: Francophone International Conference on Data Science, 22 mai 2016, Marrakech (Morocco). HAL : hal-01340584.
Julien Salotti, Romain Billot, Nour-Eddin El Faouzi, Serge Fenet & Christine Solnon (2016). "Vers l’utilisation de graphes de liens causaux pour l’amélioration de la prévision court-terme du trafic routier". RFP-IA 2016 Journée Transports Intelligents, 28 juin 2016, Clermont-Ferrand (France). HAL : hal-01318166.

HDR, thesis (1)

Thesis (1)

Raywat Makkhongkaew (2016). "Semi-supervised co-selection : instances and features". HAL : hal-01512600.

Book edition (books, chapters, seminars, congress, special numbers) (1)

Jean-François Boulicaut, Marc Plantevit & Céline Robardet (2016). "Local Pattern Detection in Attributed Graphs". Solving Large Scale Learning Tasks. Challenges and Algorithms - Essays Dedicated to Katharina Morik on the Occasion of Her 60th Birthday, pp. 168-183. doi : 10.1007/978-3-319-41706-6_8. HAL : hal-02016506.

Reports (3)

Research reports/tecnical reports (3)

Guillaume Beslon, Jonas Abernot, Sergio Peignier & Christophe Rigotti (2016). "EvoEvo Deliverable 5.1". Research report. HAL : hal-01577177. .
Guillaume Beslon, Jonas Abernot, Sergio Peignier & Christophe Rigotti (2016). "EvoEvo Deliverable 5.2". Research report. HAL : hal-01577180. .
Guillaume Beslon, Jonas Abernot, Santiago F. Elena, Dominique Schneider, Paulien Hogeweg, Susan Stepney & Christophe Rigotti (2016). "EvoEvo Deliverable 6.8". Research report. HAL : hal-01577187. .

Others (4)

Thomas Gärtner, Mirco Nanni, Andrea Passerini & Céline Robardet (2016). "ECML PKDD 2016 Journal Track Special Issue of Machine Learning". HAL : hal-02158003.
Guillaume Bosc, Jean-François Boulicaut, Chedy Raïssi & Mehdi Kaytoue (2016). "Anytime Discovery of a Diverse Set of Patterns with Monte Carlo Tree Search". ArXiv : 1609.08827v2. HAL : hal-01418663.
Thomas Gärtner, Mirco Nanni, Andrea Passerini & Céline Robardet (2016). "ECML PKDD 2016 Journal Track Special Issue". HAL : hal-02016354.
Stephane Cholet, Lionel Prevost, Helene Paugam-Moisy & Sébastien Regis (2016). "Affective Computing: Classification and prediction of emotional states". Caribbean Academy Of Science, 26 novembre 2016, Deshaies (France). Poster. HAL : hal-01408029.

2015 (41)

Journals (10)

International journals with peer review (8)

Mehdi Kaytoue, Yoann Pitarch, Marc Plantevit & Céline Robardet (2015). "What effects topological changes in dynamic graphs?". Social Network Analysis and Mining, vol. 5, #55, 55:1-55:17. doi : 10.1007/s13278-015-0294-9. HAL : hal-01221698. .
Cyril Langlois, Thierry Douillard, Hui Yuan, Nicholas Blanchard, Armel Descamps-Mandine, Bertrand Van De Moortèle, Christophe Rigotti & Thierry Epicier (2015). "Crystal orientation mapping via ion channeling: An alternative to EBSD". Ultramicroscopy, vol. 157, pp. 65-72. doi : 10.1016/j.ultramic.2015.05.023. HAL : hal-01226846. .
Haytham Elghazel & Alex Aussem (2015). "Unsupervised Feature Selection with Ensemble Learning". Machine Learning, vol. 98, 1-2, pp. 157-180. doi : 10.1007/s10994-013-5337-8. HAL : hal-01339161.
Khalid Benabdeslem, Haytham Elghazel & Mohammed Hindawi (2015). "Ensemble constrained Laplacian score for efficient and robust semi-supervised feature selection". Knowledge and Information Systems (KAIS), vol. 45, #3, pp. 1-25. doi : 10.1007/s10115-015-0901-0. HAL : hal-01233971.
Günce Orman, Vincent Labatut, Marc Plantevit & Jean-François Boulicaut (2015). "Interpreting communities based on the evolution of a dynamic attributed network". Social Network Analysis and Mining, vol. 5, p. 20. doi : 10.1007/s13278-015-0262-4. ArXiv : 1506.04693. HAL : hal-01163778. .
Sylvie Servigne, Yann Gripay, Jean-Michel Deleuil, Céline Nguyen, Jacques Jay, Olivier Cavadenti & Mebrouk Radouane (2015). "Data Science approach for a cross-disciplinary understanding of urban phenomena: Application to energy efficiency of buildings". Procedia Engineering, vol. 115, pp. 45-52. doi : 10.1016/j.proeng.2015.07.353. HAL : hal-01192716. .
Abdelouahid Alalga, Khalid Benabdeslem & Nora Taleb (2015). "Soft-Constrained Laplacian score for semi-supervised multi-label feature selection". Knowledge and Information Systems (KAIS), vol. 43, #3, pp. 1-24. doi : 10.1007/s10115-015-0841-8. HAL : hal-01195540.
Peggy Cellier, Thierry Charnois, Marc Plantevit, Christophe Rigotti, Bruno Crémilleux, Olivier Gandrillon, Jiri Klema & Jean-Luc Manguin (2015). "Sequential pattern mining for discovering gene interactions and their contextual information from biomedical texts". Journal of Biomedical Semantics, vol. 6, pp. 1-27. doi : 10.1186/s13326-015-0023-3. HAL : hal-01192959.

National journals with peer review (1)

Khalid Benabdeslem, Christophe Biernacki & Mustapha Lebbah (2015). "Les trois défis du Big-Data: Eléments de reflexion". Statistique et Société, vol. 3, #1, pp. 19-22. HAL : hal-01198435.

Other journals (1)

Raywat Makkhongkaew, Stéphane Bonnevay, Alex Aussem & Khalid Benabdeslem (2015). "Classification model for performance diagnosis of dry port by rail". Journal of Society for Transportation and Traffic Studies, vol. 6, #2, pp. 31-40. HAL : hal-01134826. .

Conferences (29)

International conferences with peer review (22)

Sergio Peignier, Christophe Rigotti & Guillaume Beslon (2015). "Subspace Clustering Using Evolvable Genome Structure". Genetic and Evolutionary Computation Conference (GECCO), 11 juillet 2015, Madrid (Spain), pp. 575-582. HAL : hal-01199136.
Nicolas Méger, Christophe Rigotti & Catherine Pothier (2015). "Swap Randomization of Bases of Sequences for Mining Satellite Image Time Series". European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 11 septembre 2015, Porto (Portugal), pp. 190-205. HAL : hal-01200674.
Van-Tinh Tran & Alex Aussem (2015). "A Practical Approach to Reduce the Learning Bias Under Covariate Shift". ECML PKDD 2015 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 11 septembre 2015, Porto (Portugal), pp 71-86. doi : 10.1007/978-3-319-23525-7_5. HAL : hal-01213965. .
Ronan Hamon, Pierre Borgnat, Cédric Févotte, Patrick Flandrin & Céline Robardet (2015). "Factorisation de réseaux temporels : étude des rythmes hebdomadaires du système Vélo'v". Colloque GRETSI 2015, 12 septembre 2015, Lyon (France). HAL : hal-01199256. .
Ouadie Gharroudi, Haytham Elghazel & Alex Aussem (2015). "Ensemble Multi-label Classification: A Comparative Study on Threshold Selection and Voting Methods". IEEE International Conference on Tools with Artificial Intelligence,, 11 novembre 2015, Vietri sul Mare (Italy), pp. 377-384. HAL : hal-01375164.
Sergio Peignier, Christophe Rigotti & Guillaume Beslon (2015). "Subspace Clustering for all Seasons". EvoEvo Workshop (satellite workshop of ECAL 2015), 24 juillet 2015, york (United Kingdom), pp. 1-3. HAL : hal-01252793. .
Olivier Cavadenti, Victor Codocedo, Jean-François Boulicaut & Mehdi Kaytoue (2015). "When cyberathletes conceal their game: Clustering confusion matrices to identify avatar aliases". IEEE International Conference on Data Science and Advanced Analytics, 21 octobre 2015, Paris (France). doi : 10.1109/DSAA.2015.7344824. HAL : hal-01243504. .
Jérôme Gippet, Charles Rocabert, Serge Fenet, Adeline Dumet & Bernard Kaufmann (2015). "Modeling and evaluating human-mediated dispersal mechanisms at landscape scale: a study of road network and invasion parameters for Lasius neglectus ants invasive species". World Conference on Natural Resource Modeling, 1 juillet 2015, Bordeaux (France). HAL : hal-01242828. .
Youen Pericault, Catherine Pothier, Nicolas Meger, Christophe Rigotti, Flavien Vernier, Ha-Tai Pham & Emmanuel Trouvé (2015). "A swap randomization approach for mining motion field time series over the Argentiere glacier". 2015 8th International Workshop on the Analysis of Multitemporal Remote Sensing Images (Multi-Temp), 24 juillet 2015, Annecy (France), pp. 1-4. doi : 10.1109/Multi-Temp.2015.7245757. HAL : hal-01237206.
Ouadie Gharroudi, Haytham Elghazel & Alex Aussem (2015). "Calibrated k-labelsets for Ensemble Multi-Label Classification". International Conference on Neural Information Processing, 12 novembre 2015, Istanbul (Turkey), pp. 573-582. HAL : hal-01375166.
Maxime Gasse, Alex Aussem & Haytham Elghazel (2015). "On the Optimality of Multi-Label Classification under Subset Zero-One Loss for Distributions Satisfying the Composition Property". International Conference on Machine Learning, 11 juillet 2015, Lille (France), pp. 2531-2539. HAL : hal-01234346. .
Leon Gaillard, Guillaume Ruedin, Stéphanie Giroux-Julien, Marc Plantevit, Mehdi Kaytoue, Syamimi Saadon, Christophe Ménézo & Jean-François Boulicaut (2015). "Data-driven performance evaluation of ventilated photovoltaic double-skin facades in the built environment". 6th International Building Physics Conference, 17 juin 2015, Turin (Italy), pp. 447-452. doi : 10.1016/j.egypro.2015.11.694. HAL : hal-01272611. .
Van-Tinh Tran & Alex Aussem (2015). "Correcting a Class of Complete Selection Bias with External Data Based on Importance Weight Estimation". 22nd International Conference, ICONIP 2015, 12 novembre 2015, Istanbul (Turkey). doi : 10.1007/978-3-319-26555-1_13. HAL : hal-01247394. .
Houdyer Pierre, Albrecht Zimmermann, Mehdi Kaytoue, Marc Plantevit, Joseph Mitchell & Céline Robardet (2015). "Gazouille: Detecting and Illustrating Local Events from Geolocalized Social Media Streams". European Conference on Machine Learning and Knowledge Discovery in Databases, Porto (Portugal), pp. 276-280. doi : 10.1007/978-3-319-23461-8_29. HAL : hal-01193030.
Mehwish Alam, Aleksey Buzmakov, Victor Codocedo & Amedeo Napoli (2015). "Mining Definitions from RDF Annotations Using Formal Concept Analysis". International Joint Conference in Artificial Intelligence, 31 juillet 2015, Buenos Aires (Argentina). HAL : hal-01186204. .
Martín Barrère, Gustavo Betarte, Victor Codocedo, Marcelo Rodríguez, Hernán Astudillo, Marcelo Aliquintuy, Javier Baliosian, Rémi Badonnel, Olivier Festor et al. (2015). "Machine-assisted Cyber Threat Analysis using Conceptual Knowledge Discovery". FCA4AI 2015 - Workshop What can FCA do for Artificial Intelligence?, 25 juillet 2015, Buenos Aires (Argentina), pp. 75-85. HAL : hal-01186213. .
Cyril Langlois, Thierry Douillard, Hui Yuan, Nicholas Blanchard, Armel Descamps-Mandine, Bertrand Van De Moortèle, Christophe Rigotti & Thierry Epicier (2015). "Crystal orientation mapping via ion channeling: an alternative to EBSD". Microscience Microscopy Congress 2015, 25 juin 2015, Manchester (United Kingdom). HAL : hal-02066168.
Cyril Langlois, Thierry Douillard, Hui Yuan, Nicholas Blanchard, Armel Descamps-Mandine, Bertrand Van De Moortèle, Christophe Rigotti, Thierry Epicier & Sébastien Dubail (2015). "Crystal Orientation Mapping using ion image series: iCHORD". EUROMAT, 20 septembre 2015, Warsaw (Poland). HAL : hal-02066188.
Mehdi Kaytoue, Victor Codocedo, Aleksey Buzmakov, Jaume Baixeries, Sergei Kuznetsov & Amedeo Napoli (2015). "Pattern Structures and Concept Lattices for Data Mining and Knowledge Processing". Machine Learning and Knowledge Discovery in Databases - European Conference, ECMLPKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings., Porto (Portugal), pp. 227-231. doi : 10.1007/978-3-319-23461-8_19. HAL : hal-01188637.
Victor Codocedo & Amedeo Napoli (2015). "Formal Concept Analysis and Information Retrieval – A Survey". International Conference in Formal Concept Analysis - ICFCA 2015, 26 juin 2015, Nerja (Spain), pp. 61-77. doi : 10.1007/978-3-319-19545-2_4. HAL : hal-01186196. .
Albrecht Zimmermann, Mehdi Kaytoue, Marc Plantevit, Céline Robardet & Jean-François Boulicaut (2015). "Profiling users of the Vélo 'v bike sharing system". 2nd International Workshop on Mining Urban Data (MUD), 11 juillet 2015, Lille (France), pp. 63-64. HAL : hal-01193017. .
Khalid Benabdeslem, Mohammed Hindawi & Raywat Makkhongkaew (2015). "Weighting-based approach for semi-supervised feature selection". International Conference on Neural Information Processing, 9 novembre 2015, Istanbul (Turkey). HAL : hal-01198437.

National conferences with peer review (7)

Assia Benyettou, Abderrahmane Bendahmane & Khalid Benabdeslem (2015). "Sélection de variables pour l'amélioration de l'accès à l'information sur le Web". Colloque sur l'Optimisation et les Systèmes d'Information, 1 juin 2015, Oran (France). HAL : hal-01198442.
Abderrahmane Bendahmane, Abdelkader Benyettou & Khalid Benabdeslem (2015). "Une approche évolutionnaire multi-contraintes pour l'optimisation de la génération automatique d'emplois du temps universitaires". Colloque sur l'Optimisation et les Systèmes d'Information, 1 juin 2015, Oran (Algeria). HAL : hal-01198440.
Léon Gaillard, Guillaume Ruedin, Stéphanie Giroux-Julien, Marc Plantevit, Mehdi Kaytoue, Syamimi Saadon, Christophe Ménézo & Jean-François Boulicaut (2015). "Évaluation des performances réelles de double-peaux PV ventilées en milieu urbain suivant une approche orientée données". 2e journées nationales de l’énergie solaire - JNES 2015, 3 juillet 2015, Perpignan (France). HAL : hal-01479040.
Guillaume Bosc, Mehdi Kaytoue, Marc Plantevit, Fabien De Marchi, Moustafa Bensafi & Jean-François Boulicaut (2015). "Vers la découverte de modèles exceptionnels locaux : des règles descriptives liant les molécules à leurs odeurs". 15e Journées Internationales Francophones Extraction et Gestion des Connaissances (EGC 2015), 30 janvier 2015, Luxembourg (Luxembourg), pp. 305-316. HAL : hal-01346739. .
Leon Gaillard, Guillaume Ruedin, Stéphanie Giroux-Julien, Marc Plantevit, Mehdi Kaytoue, Christophe Menezo & Jean-François Boulicaut (2015). "Fouille de données pour l’analyse du comportement complexe de systèmes photovoltaïque-thermiques en vrai grandeur et in situ intégrés aux bâtiments". Congrès français de thermique, la thermique de l'habitat et de la ville, 29 mai 2015, La Rochelle (France). HAL : hal-01478948.
Léon Gaillard, Guillaume Ruedin, Stéphanie Giroux-Julien, Marc Plantevit, Mehdi Kaytoue, Syamimi Saadon, Christophe Ménézo & Jean-François Boulicaut (2015). "Evaluation des performances réelles de double‑peaux PV ventilées en milieu urbain suivant une approche orientée données,". XIIe Colloque Inter-Universitaire Franco-Québécois, 10 juin 2015, Sherbrooke (Canada), pp. 01-09. HAL : hal-01478901.
Seif-Eddine Benkabou, Khalid Benabdeslem & Bruno Canitia (2015). "Une approche à deux niveaux séquentiels pour la détection de nouveautés à partir de séries temporelles". 22ème Rencontres de la Société Francophone de Classification, 9 septembre 2015, Nantes (France), pp. 129-132. HAL : hal-01198439.

Reports (1)

Research reports/tecnical reports (1)

Ronan Hamon, Pierre Borgnat, Patrick Flandrin & Céline Robardet (2015). "Discovering the structure of complex networks: Implementation and Complexity of the heuristic MACH". Technical report. HAL : ensl-01160737. .

Others (1)

Olivier Cavadenti, Victor Codocedo, Jean-François Boulicaut & Mehdi Kaytoue (2015). "Identifying Avatar Aliases in Starcraft 2". Http://arxiv.org/abs/1508.00801. ArXiv : 1508.00801. HAL : hal-01180151. .

2014 (34)

Journals (8)

International journals with peer review (8)

Khalid Benabdeslem & Mohammed Hindawi (2014). "Efficient semi-supervised feature selection: Constraint, Relevance and Redundancy.". IEEE Transactions on Knowledge and Data Engineering, vol. 26, pp. 1131-1143. doi : 10.1109/TKDE.2013.86. HAL : hal-01301033.
Marie Vogel, Ronan Hamon, Guillaume Lozenguez, Luc Merchez, Patrice Abry, Julien Barnier, Pierre Borgnat, Patrick Flandrin, Isabelle Mallon & Céline Robardet (2014). "From bicycle sharing system movements to users: a typology of Vélo’v cyclists in Lyon based on large-scale behavioural dataset". Journal of Transport Geography, vol. 41, pp. 280-291. doi : 10.1016/j.jtrangeo.2014.07.005. HAL : hal-01313177.
Jérôme Prunier, Bernard Kaufmann, Jean-Paul Léna, Serge Fenet, Francois Pompanon & Pierre Joly (2014). "A 40-year-old divided highway does not prevent gene flow in the alpine newt Ichthyosaura alpestris". Conservation Genetics, vol. 15, #2, pp. 453-468. doi : 10.1007/s10592-013-0553-0. HAL : halsde-00968131. .
Pierre-Nicolas Mougel, Christophe Rigotti, Marc Plantevit & Olivier Gandrillon (2014). "Finding maximal homogeneous clique sets". Knowledge and Information Systems (KAIS), vol. 39, #3, pp. 579-608. doi : 10.1007/s10115-013-0625-y. HAL : hal-00827164.
Haytham Elghazel & Khalid Benabdeslem (2014). "Different aspects for clustering the self-organizing maps". Neural Processing Letters, vol. 39, pp. 97-114. HAL : hal-01301032.
Mehdi Kaytoue, Sergei Kuznetsov, Juraj Macko & Amedeo Napoli (2014). "Biclustering meets triadic concept analysis". Annals of Mathematics and Artificial Intelligence, vol. 70, pp. 55-79. doi : 10.1007/s10472-013-9379-1. HAL : hal-01101143. .
Jaume Baixeries, Mehdi Kaytoue & Amedeo Napoli (2014). "Characterizing functional dependencies in formal concept analysis with pattern structures". Annals of Mathematics and Artificial Intelligence, vol. 72, pp. 129-149. doi : 10.1007/s10472-014-9400-3. HAL : hal-01101107. .
Maxime Gasse, Alex Aussem & Haytham Elghazel (2014). "A hybrid algorithm for Bayesian network structure learning with application to multi-label learning". Expert Systems with Applications, vol. 41, #15, pp. 6755-6772. doi : 10.1016/j.eswa.2014.04.032. ArXiv : 1506.05692. HAL : hal-01153255. .

Conferences (22)

International conferences with peer review (16)

Elise Desmier, Marc Plantevit, Céline Robardet & Jean-François Boulicaut (2014). "Granularity of co-Evolution Patterns in Dynamic Attributed Graphs". The Thirteenth International Symposium on Intelligent Data Analysis IDA 2014, 30 octobre 2014, Leuven (Belgium), pp. 84-95. HAL : hal-01301086.
Mehdi Kaytoue, Yoann Pitarch, Marc Plantevit & Céline Robardet (2014). "Triggering Patterns of Topology Changes in Dynamic Graphs". The 2014 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, 17 août 2014, Beijing, China (China), 55:1-55:17. doi : 10.1109/ASONAM.2014.6921577. HAL : hal-01301075.
Sylvie Servigne, Yann Gripay, Jean-Michel Deleuil, Jacques Jay, Olivier Cavadenti & Radouane Mebrouk (2014). "Data Science approach for a cross-disciplinary understanding of urban phenomena : Application to energy efficiency of buildings based on physical measures and user behaviours". Urban Modelling Symposium : Towards Integrated Modelling of Urban Systems, 15 octobre 2014, Lyon - 15-17 octobre 2014 (France), pp. 1-6. HAL : hal-01499281.
Rana Chamsi Abu Quba, Salima Hassas, Hammam Chamsi & Usama Fayyad (2014). "From a “Cold” to a “Warm” Start in Recommender systems". IEEE International Conference on Enabling Technologies: Infrastructure for Collaborative Enterprises (WETICE 2014), 23 juin 2014, Parma (Italy), pp. 1-7. doi : 10.1109/WETICE.2014.66. HAL : hal-01301058.
Ouadie Gharroudi, Haytham Elghazel & Alex Aussem (2014). "A Comparison of Multi-Label Feature Selection Methods Using the Random Forest Paradigm". Canadian Conference on Artificial Intelligence, AI, 6 mai 2014, Montréal (Canada), pp. 95-106. HAL : hal-01301070.
Günce Keziban Orman, Vincent Labatut, Marc Plantevit & Jean-François Boulicaut (2014). "A Method for Characterizing Communities in Dynamic Attributed Complex Networks". IEEE/ACM International Conference on Advances in Social Network Analysis and Mining (ASONAM), 20 août 2014, Pékin (China), pp. 481-484. doi : 10.1109/ASONAM.2014.6921629. ArXiv : 1406.6597. HAL : hal-01011913. .
Ronan Hamon, Pierre Borgnat, Patrick Flandrin & Céline Robardet (2014). "Nonnegative matrix factorization to find features in temporal networks". 2014 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 9 mai 2014, Florence (Italy), SPTM-P4.1. HAL : ensl-00989760. .
Alex Aussem, Pascal Caillet, Sarah Klemm, Maxime Gasse, Anne-Marie Schott & Michel Ducher (2014). "Analysis of risk factors of hip fracture with causal Bayesian networks". International Work-Conference on Bioinformatics and Biomedical Engineering, 7 avril 2014, Grenade (Spain), pp. 1074-1085. HAL : hal-01326485.
Serge Fenet, Yannick Perret & Julien Salotti (2014). "Extract space-time dynamics from sensor network to build urban traffic prediction model: a machine learning point of view". Urban Modelling Symposium, 17 octobre 2014, Lyon (France). HAL : hal-01241516. .
Frédéric Flouvat, Jérémy Sanhes, Claude Pasquier, Nazha Selmaoui-Folcher & Jean-François Boulicaut (2014). "Improving pattern discovery relevancy by deriving constraints from expert models". European Conference on Artificial Intelligence (ECAI'2014), 22 août 2014, Prague (Czech Republic), pp. 327-332. doi : 10.3233/978-1-61499-419-0-327. HAL : hal-01151514. .
Jaume Baixeries, Mehdi Kaytoue & Amedeo Napoli (2014). "Characterization of Database Dependencies with FCA and Pattern Structures". Third International Conference, Analysis of Images, Social Networks and Texts (AIST 2014), Yekaterinburg (Russian Federation), pp. 3-14. doi : 10.1007/978-3-319-12580-0_1. HAL : hal-01101147. .
Marc Plantevit, Vasile-Marian Scuturici & Céline Robardet (2014). "Temporal Dependency Detection Between Interval-Based Event Sequences". New Frontiers in Mining Complex Patterns - Third International Workshop, NFMCP, Held in Conjunction with ECML-PKDD, Nancy, France, Revised Selected Papers, 19 septembre 2014, Nancy (France), pp. 132-146. HAL : hal-01979495.
Felicity Lodge, Nicolas Meger, Christophe Rigotti, Catherine Pothier & Marie-Pierre Doin (2014). "Iterative Summarization of Satellite Image Time Series". IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2014), Québec (Canada), pp. 1-4. HAL : hal-01091940.
Mehdi Kaytoue, Victor Codocedo, Jaume Baixeries & Amedeo Napoli (2014). "Three Related FCA Methods for Mining Biclusters of Similar Values on Columns". Proceedings of the Eleventh International Conference on Concept Lattices and Their Applications, Kosice, Slovakia, October 7-10, 2014, 10 octobre 2014, Kosice (Slovakia). HAL : hal-01095877. .
Pierre Holat, Marc Plantevit, Chedy Raïssi, Nadi Tomeh, Thierry Charnois & Bruno Crémilleux (2014). "Sequence Classification Based on Delta-Free Sequential Pattern". IEEE International Conference on Data Mining, 17 décembre 2014, Shenzhen (China). HAL : hal-01100929. .
Guillaume Bosc, Mehdi Kaytoue, Chedy Raïssi, Jean-François Boulicaut & Philip Tan (2014). "Mining Balanced Sequential Patterns in RTS Games 1". ECAI 2014 - 21st European Conference on Artificial Intelligence, 22 août 2014, Prague (Czech Republic). doi : 10.3233/978-1-61499-419-0-975. HAL : hal-01100933. .

National conferences with peer review (4)

Frédéric Flouvat, Jérémy Sanhes, Claude Pasquier, Nazha Selmaoui-Folcher & Jean-François Boulicaut (2014). "Les modèles des experts au service de l'extraction de motifs pertinents". Reconnaissance de Formes et Intelligence Artificielle (RFIA) 2014, 30 juin 2014, ROUEN (France). HAL : hal-00989223. .
Christophe Rigotti, Felicity Lodge, Nicolas Méger, Catherine Pothier, Romain Jolivet & Cécile Lasserre (2014). "Monitoring of Tectonic Deformation by Mining Satellite Image Time Series". Reconnaissance de Formes et Intelligence Artificielle (RFIA) 2014, 4 juillet 2014, Rouen (France), pp. 1-6. HAL : hal-00988907. .
Abdelouahid Alalga & Khalid Benabdeslem (2014). "Sélection de variables en mode semi-supervisé dans un contexte multi-labels". Conférence francophone d’apprentissage, CAp 2014, 10 juillet 2014, Saint-Etienne (France). HAL : hal-01588285.
Günce Keziban Orman, Vincent Labatut, Marc Plantevit & Jean-François Boulicaut (2014). "Une méthode pour caractériser les communautés des réseaux dynamiques à attributs". 14ème Conférence Extraction et Gestion des Connaissances (EGC), 31 janvier 2014, Rennes (France), pp. 101-112. ArXiv : 1312.4676. HAL : hal-00918181. .

Other conferences (2)

Elise Desmier, Marc Plantevit & Jean-François Boulicaut (2014). "Granularité des motifs de co-variation dans des graphes attribués dynamiques.". Extraction et Gestion des Connaissances EGC 2014, 30 janvier 2014, Rennes (France), pp. 431-442. HAL : hal-01270736.
Guillaume Bosc, Mehdi Kaytoue, Chedy Raïssi & Jean-François Boulicaut (2014). "Fouille de motifs séquentiels pour l'élicitation de stratégies à partir de traces d'interactions entre agents en compétition". Extraction et Gestion de Connaissances EGC 2014, 28 janvier 2014, Rennes (France), pp. 359-370. HAL : hal-01270794.

HDR, thesis (1)

HDR (1)

Khalid Benabdeslem (2014). "Contributions en apprentissage semi-supervisé". HAL : hal-01479020.

Book edition (books, chapters, seminars, congress, special numbers) (2)

Rana Chamsi Abu Quba, Salima Hassas, Fayyad Usama, Hammam Chamsi & Christine Gertosio (2014). "iSoNTRE : The Intelligent Social Network Transformer into Recommendation Engine framework". iSoNTRE : Transformateur Intelligent de Réseaux Sociaux en Plateforme de Moteur de Recommandation, Hermès Sciences. HAL : hal-01552137.
Sébastien Rebecchi, Hélène Paugam-Moisy & Michèle Sebag (2014). "Learning Sparse Features with an Auto-Associator". Growing Adaptive Machines, Kowaliw, Taras and Bredeche, Nicolas and Doursat, René, Springer Verlag, pp. 139-158. doi : 10.1007/978-3-642-55337-0_4. HAL : hal-01109773. .

Others (1)

Cynthia Vera Glodeanu, Mehdi Kaytoue & Christian Sacarea (2014). "Formal Concept Analysis - Proceedings of the 12th International Conference (ICFCA 2014)". doi : 10.1007/978-3-319-07248-7. HAL : hal-01314560.

2013 (26)

Journals (6)

International journals with peer review (6)

Thi Kim Ngan Nguyen, Loic Cerf, Marc Plantevit & Jean-François Boulicaut (2013). "Discovering Descriptive Rules in Relational Dynamic Graphs". Intelligent Data Analysis, vol. 17, pp. 49-69. HAL : hal-01351698.
Loic Cerf, Jérémy Besson, Thi Kim Ngan Nguyen & Jean-François Boulicaut (2013). "Closed and Noise-Tolerant Patterrns in N-ary Relations.". Data Mining and Knowledge Discovery, vol. 26, pp. 574-619. doi : 10.1007/s10618-012-0284-8. HAL : hal-01339130.
Adriana Prado, Baptiste Jeudy, Elisa Fromont & Fabien Diot (2013). "Mining Spatiotemporal Patterns in Dynamic Plane Graphs". Intelligent Data Analysis, vol. 17, #1, pp. 71-92. doi : 10.5555/2595545.2595550. HAL : ujm-00629121.
Loic Cerf, Dominique Gay, Nazha Selmaoui-Folcher, Bruno Crémilleux & Jean-François Boulicaut (2013). "Parameter-free classification in multi-class imbalanced data sets". Data and Knowledge Engineering, vol. 87, #9, pp. 109-129. doi : 10.1016/j.datak.2013.06.001. HAL : hal-01024631. .
Adriana Bechara Prado, Marc Plantevit, Céline Robardet & Jean-François Boulicaut (2013). "Mining Graph Topological Patterns: Finding Co-variations among Vertex Descriptors". IEEE Transactions on Knowledge and Data Engineering, vol. 25, pp. 2090-2104. doi : 10.1109/TKDE.2012.154. HAL : hal-01351727. .
Jérôme Prunier, Bernard Kaufmann, Serge Fenet, Damien Picart, Francois Pompanon & Jean-Paul Léna (2013). "Optimizing the trade-off between spatial and genetic sampling efforts in patchy populations: towards a better assessment of functional connectivity using an individual-based sampling scheme". Molecular Ecology, vol. 22, pp. 5516-5530. doi : 10.1111/mec.12499. HAL : halsde-00942596.

Conferences (18)

International conferences with peer review (12)

Elise Desmier, Marc Plantevit, Céline Robardet & Jean-François Boulicaut (2013). "Trend Mining in Dynamic Attributed Graphs". Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2013, 23 septembre 2013, Prague (Czech Republic), pp. 654-669. doi : 10.1007/978-3-642-40988-2_42. HAL : hal-01339225.
Jean-François Boulicaut (2013). "New applications of Formal Concept Analysis: a Need for New Pattern Domains". Formal Concept Analysis meets Information Retrieval FCAIR 2013 co-located with ECIR, 24 mars 2013, Moscow, Russia, 24th March 2013 (Russian Federation), pp. 2-4. HAL : hal-01339184.
Mohammed Hindawi & Khalid Benabdeslem (2013). "Local-To-Global Semi-Supervised Feature selection". ACM International Conference on Information and Knowledge Management (CIKM 2013), 27 octobre 2013, San Fransisco CA (United States of America), pp. 2159-2168. doi : 10.1145/2505515.2505542. HAL : hal-01339244.
Céline Robardet, Vasile-Marian Scuturici, Marc Plantevit & Antoine Fraboulet (2013). "When TEDDY meets GrizzLY: Temporal Dependency Discovery for Triggering Road Deicing Operations (Demo)". KDD, 11 août 2013, Chicago, IL (United States of America), pp. 1490-1493. doi : 10.1145/2487575.2487706. HAL : hal-01339189.
Jérémy Sanhes, Frédéric Flouvat, Nazha Selmaoui-Folcher, Claude Pasquier & Jean-François Boulicaut (2013). "Weighted Path as a Condensed Pattern in a Single Attributed DAG". 23rd International Joint Conference on Artificial Intelligence (IJCAI'13), 9 août 2013, Beijing (China), pp. 1642-8. HAL : hal-01151561. .
Ronan Hamon, Pierre Borgnat, Patrick Flandrin & Céline Robardet (2013). "Tracking of a dynamic graph using a signal theory approach : application to the study of a bike sharing system". ECCS'13, 20 septembre 2013, Barcelone (Spain), p. 101. HAL : ensl-00875089. .
Mohamed Bibimoune, Haytham Elghazel & Alex Aussem (2013). "An Empirical Comparison of Supervised Ensemble Learning Approaches". International Workshop on Complex Machine Learning Problems with Ensemble Methods COPEM@ECML/PKDD'13, 27 septembre 2013, Prague (Czech Republic), pp. 123-138. HAL : hal-01339258.
Mohammed Hindawi, Haytham Elghazel & Khalid Benabdeslem (2013). "Efficient semi-supervised feature selection by an ensemble approach". International Workshop on Complex Machine Learning Problems with Ensemble Methods COPEM@ECML/PKDD'13, 27 septembre 2013, Prague (Czech Republic), pp. 41-55. HAL : hal-01339249.
Adrien Coulet, Florent Domenach, Mehdi Kaytoue & Amedeo Napoli (2013). "Using Pattern Structures for Analyzing Ontology-Based Annotations of Biomedical Data". International Conference on Formal Concept Analysis, 24 mai 2013, Dresden (Germany). HAL : hal-00880643. .
Cécile Low-Kam, Chedy Raïssi, Mehdi Kaytoue & Jian Pei (2013). "Mining Statistically Significant Sequential Patterns". IEEE International Conference on Data Mining, 10 décembre 2013, Dallas (United States of America). HAL : hal-00922255.
Jaume Baixeries, Mehdi Kaytoue & Amedeo Napoli (2013). "Computing Similarity Dependencies with Pattern Structures". The Tenth International Conference on Concept Lattices and their Applications - CLA 2013,, La Rochelle, France (France), pp. 33-44. HAL : hal-00922592. .
Ronan Hamon, Pierre Borgnat, Patrick Flandrin & Céline Robardet (2013). "Networks as Signals, with an Application to Bike Sharing System". GlobalSIP 2013, 5 décembre 2013, Austin (United States of America), IPN.PB.8. HAL : ensl-00875187. .

National conferences with peer review (6)

Jérémy Sanhes, Frédéric Flouvat, Claude Pasquier, Nazha Selmaoui-Folcher & Jean-François Boulicaut (2013). "Extraction de motifs condensés dans un seul graphe orienté acyclique attribué". Actes Extraction et Gestion de Connaissances EGC'13, 29 janvier 2013, Toulouse (France), pp. 205-216. HAL : hal-01339162.
Christophe Rigotti, Nicolas Meger, Felicity Lodge & Catherine Pothier (2013). "Fouille de données spatio-temporelles appliquée aux séries d'images satellite". Cité des Sciences et de l'Industrie - Rencontres du Numérique de l'ANR, 17 avril 2013, Paris (France). HAL : hal-01339286.
Felicity Lodge, Nicolas Meger, Christophe Rigotti, Lionel Gueguen, Catherine Pothier, Remi Andreoli, Marie-Pierre Doin & Mihai Datcu (2013). "GFS-pattern extraction in satellite image time series: application to the monitoring of Mount Etna". Atelier Mesure de Déformations par Imagerie Spatiale, 17 octobre 2013, Autrans (France), pp. 1-1. HAL : hal-01339287.
Jérémy Sanhes, Frédéric Flouvat, Claude Pasquier, Nazha Selmaoui-Folcher & Jean-François Boulicaut (2013). "Extraction de motifs condensés dans un unique graphe orienté acyclique attribué". 13e Conférence Francophone sur l'Extraction et la Gestion des Connaissances (EGC'13), 1 février 2013, Toulouse (France). HAL : hal-01151510. .
Adrien Coulet, Florent Domenach, Mehdi Kaytoue & Amedeo Napoli (2013). "Using pattern structures for analyzing ontology-based annotations of biomedical data". Septièmes Journées d'Intelligence Artificielle Fondamentale, 14 juin 2013, Aix-en-Provence (France), pp. 97-106. HAL : hal-00922392. .
Ronan Hamon, Pierre Borgnat, Patrick Flandrin & Céline Robardet (2013). "Transformation de graphes dynamiques en signaux non stationnaires". Colloque GRETSI 2013, 6 septembre 2013, Brest (France), p. 251. HAL : ensl-00875085. .

HDR, thesis (1)

HDR (1)

Céline Robardet (2013). "Constraint-based pattern mining approaches for the analysis of relational attributed dynamic graphs". HAL : hal-01478974. .

Book edition (books, chapters, seminars, congress, special numbers) (1)

Pierre Borgnat, Céline Robardet, Patrice Abry, Patrick Flandrin, Jean-Baptiste Rouquier & Nicolas Tremblay (2013). "A Dynamical Network View of Lyon's Vélo'v Shared Bicycle System". Dynamics On and Of Complex Networks, Volume 2: Applications to Time-Varying Dynamical Systems, A. Mukherjee, M. Choudhury, F. Peruani, N. Ganguly, B. Mitra, springer, pp. 267-284. HAL : hal-01339131.

2012 (19)

Journals (5)

International journals with peer review (5)

Khalid Benabdeslem & Kais Allab (2012). "Bi-clustering continuous data with self-organizing map". Neural Computing and Applications, vol. 22, 7-8, pp. 1551-1562. doi : 10.1007/s00521-012-1047-6. HAL : hal-00874676. .
Maxime Gasse, Alex Aussem & Haytham Elghazel (2012). "An Experimental Comparison of Hybrid Algorithms for Bayesian Network Structure Learning". Lecture Notes in Computer Science, vol. 7523, pp. 58-73. doi : 10.1007/978-3-642-33460-3_9. ArXiv : 1505.05004. HAL : hal-01122771. .
Andreea Julea, Nicolas Méger, Christophe Rigotti, Emmanuel Trouvé, Romain Jolivet & Philippe Bolon (2012). "Efficient Spatiotemporal Mining of Satellite Image Time Series for Agricultural Monitoring". Transactions on Machine Learning and Data Mining, vol. 5, #1, pp. 23-44. HAL : hal-00702433.
Hendrik Blockeel, Toon Calders, Elisa Fromont, Bart Goethals, Adriana Prado & Céline Robardet (2012). "An Inductive Database System Based on Virtual Mining Views". Data Mining and Knowledge Discovery, vol. 24, #1, pp. 265-287. doi : 10.1007/s10618-011-0229-7. HAL : hal-00599315. .
Fazia Bellal, Haytham Elghazel & Alex Aussem (2012). "A Semi Supervised Feature Ranking Method with Ensemble Learning". Pattern Recognition Letters, vol. 33, pp. 1426-1433. doi : 10.1016/j.patrec.2012.03.001. HAL : hal-01353384.

Conferences (12)

International conferences with peer review (9)

Jaume Baixeries, Mehdi Kaytoue & Amedeo Napoli (2012). "Computing Functional Dependencies with Pattern Structures". The 9th International Conference on Concept Lattices and Their Applications - CLA 2012, 14 octobre 2012, Malaga (Spain). HAL : hal-00763748.
Pierre-Nicolas Mougel, Christophe Rigotti & Olivier Gandrillon (2012). "Finding Collections of Protein Modules in Protein-Protein Interaction Networks". Bioinformatics and Computational Biology (BICoB), Las Vegas (United States of America), pp. 216-222. HAL : hal-00758858.
Pierre-Nicolas Mougel, Christophe Rigotti & Olivier Gandrillon (2012). "Finding Collections of k-Clique Percolated Components in Attributed Graphs". Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Kuala Lumpur (Malaysia), pp. 181-192. HAL : hal-00758843.
Nicolas Meger, Christophe Rigotti, Lionel Gueguen, Felicity Lodge, Catherine Pothier, Remi Andreoli & Mihai Datcu (2012). "Normalized Mutual Information-Based Ranking of Spatio-Temporal Localization Maps". 8th European Spatial Agency (ESA) - EUSC - JRC Conference on Image Information Mining, 24 octobre 2012, Oberpfaffenhofen (Germany), pp. 11-14. HAL : hal-01353105.
Jérôme Prunier, Serge Fenet, François Pompanon, Pierre Joly, Bernard Kaufmann & Jean-Paul Léna (2012). "The individual-level approach: an original genetic field sampling scheme to optimize barrier detection in patchy populations". IENE 2012, international conference on ecology and transportation, 21 octobre 2012, Postdam-Berlin (Germany), inconnue. HAL : hal-01353154.
Thanh-Huy Le, Haytham Elghazel & Mohand-Said Hacid (2012). "A Relational-Based Approach for Aggregated Search in Graph Databases". International Conference on Database Systems for Advanced Applications (DASFAA 2012), 15 avril 2012, Busan (Korea (South)), pp. 33-47. doi : 10.1007/978-3-642-29038-1_5. HAL : hal-01353115.
Florent Arthaud, Serge Fenet & Adriana Prado (2012). "Mining co-variation patterns from ecological data: a process to aid the construction and validation of computer models". CompSust2012 : 3rd International Conference on Computational Sustainability, 4 juin 2012, University of Copenhagen (Denmark), pp. 1-3. HAL : hal-01352996.
Thi Kim Ngan Nguyen, Marc Plantevit & Jean-François Boulicaut (2012). "Mining Disjunctive Rules in Dynamic Graphs". 2012 IEEE RIVF International Conference on Computing and Communication Technologies, Research, Innovation, and Vision for the Future (RIVF), 27 février 2012, Ho Chi Minh (Viet Nam), pp. 74-79. doi : 10.1109/rivf.2012.6169829. HAL : hal-01352944.
Elise Desmier, Marc Plantevit, Céline Robardet & Jean-François Boulicaut (2012). "Cohesive Co-Evolution Patterns in Dynamic Attributed Graphs". Discovery Science - 15th International Conference (DS 2012), 29 octobre 2012, Lyon (France), pp. 110-124. doi : 10.1007/978-3-642-33492-4_11. HAL : hal-01353051.

National conferences with peer review (3)

Mohammed Hindawi & Khalid Benabdeslem (2012). "Une approche embedded pour la sélection de variables en mode semi-supervisé". Société Française de Classification (SFC), 29 octobre 2012, Marseille (France), p. 13. HAL : hal-01353114.
Adriana Bechara Prado, Marc Plantevit, Céline Robardet & Jean-François Boulicaut (2012). "Extraction de co-variations entre des propriétés de sommets et leur position topologique dans un graphe attribué.". Actes Extraction et Gestion de Connaissances EGC'12, 31 janvier 2012, Bordeaux (France), pp. 267-278. HAL : hal-01352957.
Jérémy Sanhes, Frédéric Flouvat, Nazha Selmaoui-Folcher & Jean-François Boulicaut (2012). "Extraction d'arbres spatio-temporels d'itemsets pour le suivi environnemental.". Actes Extraction et Gestion de Connaissances EGC'12, 31 janvier 2012, Bordeaux (France), pp. 581-582. HAL : hal-01353067.

Book edition (books, chapters, seminars, congress, special numbers) (1)

Hélène Paugam-Moisy & Sander M. Bohte (2012). "Computing with Spiking Neuron Networks". Handbook of Natural Computing, G. Rozenberg, T. Back, J. Kok, Springer-Verlag, pp. 335-376. doi : 10.1007/978-3-540-92910-9_10. HAL : hal-01587781.

Others (1)

Julien Salotti, Marc Plantevit, Céline Robardet & Jean-François Boulicaut (2012). "Supporting the Discovery of Relevant Topological Patterns in Attributed Graphs". Demo Session of the IEEE International Conference on Data Mining (IEEE ICDM 12), 10 décembre 2012, Brussels (Belgium). Poster. doi : 10.1109/ICDMW.2012.38. HAL : hal-01353106.

2011 (20)

Journals (4)

International journals with peer review (4)

Andreea Julea, Nicolas Méger, Philippe Bolon, Christophe Rigotti, Marie-Pierre Doin, Cécile Lasserre, Emmanuel Trouvé & Vasile N. Lazarescu (2011). "Unsupervised Spatiotemporal Mining of Satellite Image Time Series Using Grouped Frequent Sequential Patterns". IEEE Transactions on Geoscience and Remote Sensing, vol. 49, #4, pp. 1417-1430. doi : 10.1109/TGRS.2010.2081372. HAL : hal-00596806.
Pierre Borgnat, Céline Robardet, Jean-Baptiste Rouquier, Patrice Abry, Eric Fleury & Patrick Flandrin (2011). "Shared Bicycles in a City: A Signal Processing and Data Analysis Perspective". Advances in Complex Systems (ACS), vol. 14, #3, pp. 415-438. doi : 10.1142/S0219525911002950. HAL : ensl-00490325. .
Maurizio De Pittà, Vladislav Volman, Hugues Berry & Eshel Ben-Jacob (2011). "A tale of two stories: astrocyte regulation of synaptic depression and facilitation". PLoS Computational Biology, vol. 7, #12, e1002293. doi : 10.1371/journal.pcbi.1002293. HAL : inria-00633588. .
Dominique Gay, Nazha Selmaoui-Folcher & Jean-François Boulicaut (2011). "Application-Independent Feature Construction Based onAlmost-Closedness Properties". Knowledge and Information Systems (KAIS), vol. 30, pp. 87-111. HAL : hal-01354374.

Conferences (14)

International conferences with peer review (11)

Elise Desmier, Frédéric Flouvat, Dominique Gay & Nazha Selmaoui-Folcher (2011). "A clustering-based visualization of colocation patterns". 15th International Database Engineering and Applications Symposium (IDEAS 2011), 27 septembre 2011, Lisbonne (Portugal), pp. 70-78. HAL : hal-01464494.
Andreea Julea, Nicolas Méger, Christophe Rigotti, Emmanuel Trouvé, Philippe Bolon & Vasile Lazarescu (2011). "Mining Pixel Evolutions in Satellite Image Time Series for Agricultural Monitoring". 11th Industrial Conference on Data Mining ICDM 2011, 3 septembre 2011, New-York (United States of America), pp. 189-203. doi : 10.1007/978-3-642-23184-1_15. HAL : hal-00620882.
Andreea Julea, Fernanda Ledo, Nicolas Méger, Emmanuel Trouvé, Philippe Bolon, Christophe Rigotti, Renaud Fallourd, Jean-Marie Nicolas, Gabriel Vasile et al. (2011). "Polsar Radarsat-2 Satellite Image Time Series Mining Over the Chamonix Mont-Blanc Test Site". IGARSS 2011 - IEEE International Geoscience and Remote Sensing Symposium, 29 juillet 2011, Vancouver (Canada), pp 1191-1194. HAL : hal-00620881.
Khalid Benabdeslem, Brice Effantin & Haytham Elghazel (2011). "A Graph Enrichment Based Clustering over Vertically Partitioned Data". 7th International Conference on Advanced Data Mining and Applications (ADMA 2011), 19 décembre 2011, Beijing (China), pp. 42-54. doi : 10.1007/978-3-642-25853-4_4. HAL : hal-01285352.
Ludovic Arnold, Sébastien Rebecchi, Sylvain Chevallier & Hélène Paugam-Moisy (2011). "An Introduction to Deep Learning". European Symposium on Artificial Neural Networks (ESANN), 27 avril 2011, Bruges (Belgium). HAL : hal-01352061. .
Luc Merchez, G. Michau, Céline Robardet, Pablo Jensen, Patrice Abry, Patrick Flandrin & Pierre Borgnat (2011). "Peut-on attraper les utilisateurs de Vélo'v au Lasso ?". XXIIe Colooque GRETSI. Traitement du Signal et des Images, Bordeaux (France). HAL : halshs-01314675.
Sylvain Chevallier, Nicolas Bredeche, Hélène Paugam-Moisy & Michèle Sebag (2011). "Emergence of Temporal and Spatial Synchronous Behaviors in a Foraging Swarm". European Conference on Artificial Life, 12 août 2011, Paris (France). HAL : inria-00601780. .
Nicolas Méger, Romain Jolivet, Cécile Lasserre, Emmanuel Trouvé, Christophe Rigotti, Felicity Lodge, M. P. Doin, Stéphane Guillaso, Andreea Julea & Philippe Bolon (2011). "Spatio-Temporal Mining of ENVISAT SAR Interferogram Time Series over the Haiyuan Fault in China". 2011 6th International Workshop on the Analysis of Multi-temporal Remote Sensing Images (Multi-Temp), 14 juillet 2011, Trento (Italy), 10.1109/Multi-Temp.2011.6005067. doi : 10.1109/Multi-Temp.2011.6005067. HAL : hal-00621236.
Arnaud Soulet, Chedy Raïssi, Marc Plantevit & Bruno Crémilleux (2011). "Mining Dominant Patterns in the Sky". The 11th IEEE International Conference on Data Mining - ICDM 2011, 14 décembre 2011, Vancouver, B.C (Canada). HAL : inria-00623566.
Thi Kim Ngan Nguyen, Loic Cerf, Marc Plantevit & Jean-François Boulicaut (2011). "Multidimensional Association Rules in Boolean Tensors". 11th SIAM International Conference on Data Mining SDM'11, 28 avril 2011, Phoenix, Arizona (United States of America), pp. 570-581. doi : 10.1137/1.9781611972818.49. HAL : hal-01354377.
Khalid Benabdeslem & Mohammed Hindawi (2011). "Constrained Laplacian Score for semi-supervised feature selection". ECML/PKDD. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 5 septembre 2011, Athens (Greece), pp. 204-218. doi : 10.1007/978-3-642-23780-5_23. HAL : hal-01354578.

National conferences with peer review (3)

Pierre-Nicolas Mougel, Marc Plantevit, Christophe Rigotti, Olivier Gandrillon & Jean-François Boulicaut (2011). "Extraction sous Contraintes d'Ensembles de Cliques Homogènes". 11eme Conference Francophone sur l'Extraction et la Gestion des Connaissances (EGC'11), Brest (France), pp. 1-12. HAL : hal-00744808.
Marc Plantevit, Chedy Raïssi & Bruno Crémilleux (2011). "Motifs séquentiels δ-libres". Extraction et gestion des connaissances (EGC'2011), 29 janvier 2011, Brest (France). HAL : hal-00653579.
Mohammed Hindawi & Khalid Benabdeslem (2011). "Un score Laplacien sous contraintes pour la sélection de variables en mode semi-supervisé". Journées Fouille de Données Complexes et de Grands Graphes, 20 juin 2011, Paris (France), pp. 1-15. HAL : hal-01354584.

HDR, thesis (1)

Thesis (1)

Regis Martinez (2011). "Dynamique des systèmes cognitifs et des systèmes complexes". HAL : hal-01461587.

Book edition (books, chapters, seminars, congress, special numbers) (1)

Céline Robardet (2011). "Data Mining Techniques for Communities' Detection in Dynamic Social Networks". Handbook of Research on Methods and Techniques for Studying Virtual Communities: Paradigms and Phenomena, Ben Kei Daniel, IGI Global, pp. 88-102. doi : 10.4018/978-1-60960-040-2.ch005. HAL : hal-01354398.

2010 (34)

Journals (7)

International journals with peer review (4)

Ruggero Pensa, Jean-François Boulicaut, Francesca Cordero & Mauricio Atzori (2010). "Co-clustering Numerical Data under User-defined Constraints". Statistical Analysis and Data Mining, vol. 3, pp. 38-55. HAL : hal-01381437.
Mati Goldberg, Maurizio De Pittà, Vladislav Volman, Hugues Berry & Eshel Ben-Jacob (2010). "Nonlinear gap junctions enable long-distance propagation of pulsating calcium waves in astrocyte networks.". PLoS Computational Biology. doi : 10.1371/journal.pcbi.1000909. HAL : inria-00575656. .
Marc Plantevit, Anne Laurent, Dominique Laurent, Maguelonne Teisseire & Yeow Wei Choong (2010). "Mining Multi-Dimensional and Multi-Level Sequential Patterns". ACM Transactions on Knowledge Discovery from Data (TKDD), vol. 4, #1, pp. 1-37. doi : 10.1145/1644873.1644877. HAL : lirmm-00617320. .
Guillaume Beslon, David P. Parsons, Jose-Maria Pena, Christophe Rigotti & Yolanda Sanchez-Dehesa (2010). "From Digital Genetics to Knowledge Discovery: Perspectives in Genetic Network Understanding". Intelligent Data Analysis, vol. 14, #2, pp. 173-191. doi : 10.3233/IDA-2010-0415. HAL : hal-00697024.

National journals with peer review (3)

Pablo Jensen, Jean-Baptiste Rouquier, Nicolas Ovtracht & Céline Robardet (2010). "Characterizing the speed and paths of shared bicycles in Lyon". Transportation Research Part D: Transport and Environment, vol. 15, #8, pp. 522-524. doi : 10.1016/j.trd.2010.07.002. ArXiv : 1011.6266. HAL : hal-00541307. .
Yoann Pitarch, Anne Laurent, Marc Plantevit & Pascal Poncelet (2010). "Fenêtres sur Cube". Revue des Sciences et Technologies de l'Information - Série ISI : Ingénierie des Systèmes d'Information, vol. 15, #1, pp. 9-33. doi : 10.3166/isi.15.1.9-33. HAL : lirmm-00798834. .
Khalid Benabdeslem, Haytham Elghazel & Rakia Jaziri (2010). "Un cadre graphique pour la visualisation et la caractérisation de classes en mode non-supervisé". RNTI, pp. 17-33. HAL : hal-01381631.

Conferences (16)

International conferences with peer review (11)

Jérémy Besson, Ieva Mitasiunaite, Audrone Lupeikiene & Jean-François Boulicaut (2010). "Comparing Intended and Real Usage in Web Portals: Temporal Logic and Data Mining". 13th International Conference on Business Information Systems BIS 2010, 3 mai 2010, Berlin (Germany), pp. 83-93. doi : 10.1007/978-3-642-12814-1_8. HAL : hal-01381453.
Anthony Mouraud, Hélène Paugam-Moisy & Alain Guillaume (2010). "The DAMNED Simulator for Implementing a Dynamic Model of the Network Controlling Saccadic Eye Movements". ICANN'2010, International Conference on Artificial Neural Networks, 18 septembre 2010, Thessaloniki (Greece). HAL : inria-00545670. .
Sylvain Chevallier, Hélène Paugam-Moisy & Michèle Sebag (2010). "SpikeAnts, a spiking neuron network modelling the emergence of organization in a complex system". NIPS'2010, 9 décembre 2010, Vancouver (Canada), pp. 379-387. HAL : inria-00545669. .
Peggy Cellier, Thierry Charnois, Marc Plantevit & Bruno Crémilleux (2010). "Recursive Sequence Mining to Discover Named Entity Relations". 9th International Symposium on Intelligent Data Analysis (IDA'10), 21 mai 2010, Tucson, Arizona, United States (United States of America), pp. 30-41. HAL : hal-01016928. .
Peggy Cellier, Thierry Charnois & Marc Plantevit (2010). "Sequential Patterns to Discover and Characterise Biological Relations". 11th International Conference on Intelligent Text Processing and Computational Linguistics (CICLing'10), 27 mars 2010, Iasi, Romania (Romania), pp. 537-548. HAL : hal-01017207. .
Andreea Julea, Nicolas Méger, Emmanuel Trouvé, Philippe Bolon, Christophe Rigotti, Renaud Fallourd, Jean-Marie Nicolas, Gabriel Vasile, Michel Gay et al. (2010). "Spatio-Temporal Mining of PolSAR Satellite Image Time Series". The 2010 European Space Agency Living Planet Symposium, 2 juillet 2010, Bergen (Norway), p. 6. HAL : hal-00504655.
Andreea Julea, Nicolas Méger, Christophe Rigotti, M. -P. Doin, Cécile Lasserre, Emmanuel Trouvé, Philippe Bolon & Vasile Lazarescu (2010). "Extraction of Frequent Grouped Sequential Patterns from Satellite Image Time Series". IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2010., 30 juillet 2010, Honolulu (United States of America), p. 4. HAL : hal-00520601.
Pierre-Nicolas Mougel, Marc Plantevit, Christophe Rigotti, Olivier Gandrillon & Jean-François Boulicaut (2010). "Constraint-Based Mining of Sets of Cliques Sharing Vertex Properties". Workshop on Analysis of Complex NEtworks ACNE'10 co-located with ECML PKDD 2010, 20 septembre 2010, Barcelona (Spain), pp. 48-62. HAL : hal-01381539.
Ludovic Arnold, Hélène Paugam-Moisy & Michèle Sebag (2010). "Unsupervised Layer-Wise Model Selection in Deep Neural Networks". 19th European Conference on Artificial Intelligence (ECAI'10), 20 août 2010, Lisbon (Portugal). doi : 10.3233/978-1-60750-606-5-915. HAL : hal-00488338. .
Thi Kim Ngan Nguyen, Loïc Cerf, Marc Plantevit & Jean-François Boulicaut (2010). "Discovering Inter-Dimensional Rules in Dynamic Graphs". Workshop on Dynamic Networks and Knowledge Discovery DyNaK'10 co-located with ECML PKDD 2010, 24 septembre 2010, Barcelona, Spain (Spain), pp. 1-12. HAL : hal-01381535.
Florent Arthaud & Serge Fenet (2010). "Biodiversity modelling and optimization in pond networks". International Workshop onConstraint Reasoning and Optimization for Computational Sustainability, 15 juin 2010, Bologne (Italy), inconnue. HAL : hal-01381478.

National conferences with peer review (5)

Serge Fenet (2010). "Lier les échelles de modèles pour l'optimisation dans les systèmes du vivant". Congrès de la Société Française de Recherche Opérationnelle et d'Aide à la Décision, ROADEF 2010, 24 février 2010, Toulouse (France), inconnue. HAL : hal-01381456.
Sylvain Chevallier, Helene Paugam-Moisy & Michèle Sebag (2010). "SpikeAnts : un réseau de neurones impulsionnels pour modéliser l'émergence de l'organisation". Cinquième conférence française de Neurosciences Computationnelles, 8 octobre 2010, Lyon (France), pp. 114-119. HAL : inria-00529514. .
Ludovic Arnold, Hélène Paugam-Moisy & Michèle Sebag (2010). "Optimisation de la Topologie pour les Réseaux de Neurones Profonds". 17e congrès francophone AFRIF-AFIA Reconnaissance des Formes et Intelligence Artificielle - RFIA 2010, 22 janvier 2010, Caen (France). HAL : hal-00437538. .
Thi Kim Ngan Nguyen, Loïc Cerf & Jean-François Boulicaut (2010). "Sémantiques et Calculs de Règles Descriptives dans une Relation n-aire". Actes des 26èmes journées Bases de Données Avancées BDA'10, 19 octobre 2010, Toulouse (France), pp. 1-20. HAL : hal-01381534.
Dominique Gay, Loïc Cerf, Nazha Selmaoui-Folcher & Jean-François Boulicaut (2010). "Un nouveau cadre de travail pour la classification associative dans les données aux classes disproportionnées". Actes des 17ème Rencontres de la Société Francophone de Classification SFC'10, 9 juin 2010, Saint Denis de la Réunion (France), pp. 47-50. HAL : hal-01381485.

HDR, thesis (2)

Thesis (2)

Antoine Coulon (2010). "Stochasticité de l'expression génique et régulation transcriptionnelle -- Modélisation de la dynamique spatiale et temporelle des structures multiprotéiques". HAL : tel-00538047. .
Loïc Cerf (2010). "Constraint-Based Mining of Closed Patterns in Noisy n-ary Relations". HAL : tel-00508534. .

Book edition (books, chapters, seminars, congress, special numbers) (7)

Jérémy Besson, Jean-François Boulicaut, Tias Guns & Siegfried Nijssen (2010). "Generalizing Itemset Mining in a Constraint Programming Setting". Inductive Databases and Constraint-Based Data Mining, S. Dzeroski, B. Goethals, and P. Panov, Springer, pp. 107-126. HAL : hal-01381543.
Hendrik Blockeel, Toon Calders, Elisa Fromont, Bart Goethals, Adriana Prado & Céline Robardet (2010). "Inductive Querying with Virtual Mining Views". Inductive Databases and Constraint-Based Data Mining, Džeroski, Sašo; Goethals, Bart; Panov, Panče (Eds.), Springer, pp. 265-288. HAL : hal-00531170. .
Hendrik Blockeel, Toon Calders, Elisa Fromont, Bart Goethals, Adriana Prado & Céline Robardet (2010). "A Practical Comparative Study Of Data Mining Query Languages". Inductive Databases and Constraint-Based Data Mining, Džeroski, Sašo; Goethals, Bart; Panov, Panče (Eds.), Springer, pp. 59-78. HAL : hal-00531167. .
Serge Fenet (2010). "Header Based Attacks". Encyclopedia of Cryptography and Security (2nd Ed.), Henk C.A. van Tilborg, Sushil Jajodia, Springer, pp. 553-556. doi : 10.1007/978-1-4419-5906-5_652. HAL : hal-01381457.
Loïc Cerf, Tran Bao Nhan Nguyen & Jean-François Boulicaut (2010). "Mining Constrained Cross-Graph Cliques in Dynamic Networks". Inductive Databases and Constraint-based Data Mining, Dzeroski, Goethals, Panov, Springer, pp. 199-228. HAL : hal-01381541.
Jean-François Boulicaut & Baptiste Jeudy (2010). "Constraint-based Data Mining". Data Mining and Knowledge Discovery Handbook, Maimon, Oded; Rokach, Lior, Springer, pp. 339-354. HAL : hal-00567915.
Christophe Rigotti, Ieva Mitasiunaite, Jérémy Besson, Laurene Meyniel, Jean-François Boulicaut & Olivier Gandrillon (2010). "Using a Solver over the String Pattern Domain to Analyse Gene Promoter Sequences". Inductive Databases and Constraint-Based Data Mining, S. Dzeroski, B. Goethals, and P. Panov, Springer, pp. 407-424. HAL : hal-01381544.

Others (2)

Pierre-Nicolas Mougel, Marc Plantevit, Christophe Rigotti, Olivier Gandrillon & Jean-François Boulicaut (2010). "A Data Mining Approach to Highlight Relations Between Functional Modules". IPG (Integrative Post-Genomics), 25 novembre 2010, Lyon (France). Poster. HAL : hal-01381584.
Hélène Paugam-Moisy & Regis Martinez (2010). "Polychronous groups for analyzing self-organization in spiking neuron networks". 1st International Workshop on "The Shapes of Brain Dynamics", 18 juin 2010, Complex System Institute, Paris (France). Poster. HAL : hal-01381579.

2009 (25)

Journals (5)

International journals with peer review (5)

Marc Plantevit, Thierry Charnois, Jiri Kléma, Christophe Rigotti & Bruno Crémilleux (2009). "Combining Sequence and Itemset Mining to Discover Named Entities in Biomedical Texts: A New Type of Pattern". International Journal of Data Mining, Modelling and Management, vol. 1, #2, pp. 119-148. doi : 10.1504/IJDMMM.2009.026073. HAL : hal-01011378. .
Ieva Mitasiŭnaite, Christophe Rigotti, Stéphane Schicklin, Laurène Meyniel, Jean-François Boulicaut & Olivier Gandrillon (2009). "Extracting signature motifs from promoter sets of differentially expressed genes.". In Silico Biology, vol. 9, 1-2, S17-39. HAL : hal-00425130.
Thierry Charnois, Marc Plantevit, Christophe Rigotti & Bruno Crémilleux (2009). "Fouille de données séquentielles pour l'extraction d'information dans les textes". Revue TAL : traitement automatique des langues, pp. 59-87. HAL : hal-01011618. .
Loïc Cerf, Jeremy Besson, Céline Robardet & Jean-François Boulicaut (2009). "Closed patterns meet n-ary relations". ACM Transactions on Knowledge Discovery from Data (TKDD). HAL : hal-01499247.
Eric Fleury & Céline Robardet (2009). "Communities detection and the analysis of their dynamics in collaborative networks". International Journal of Web Based Communities. doi : 10.1504/IJWBC.2009.023965. HAL : inria-00397373.

Conferences (15)

International conferences with peer review (12)

Boris Cule, Bart Goethals & Céline Robardet (2009). "A new constraint for mining sets in sequences". Proc. SIAM Int. Conf. on Data Mining SDM'09, 30 avril 2009, Sparks, Nevada (United States of America), pp. 317-328. doi : 10.1137/1.9781611972795.28. HAL : hal-01437649.
Dominique Gay, Nazha Selmaoui-Folcher & Jean-François Boulicaut (2009). "Application-independent feature construction from noisy samples". Proc. 13th Pacific-Asia Conference on Knowledge Discovery and Data Mining PaKDD'09, 27 avril 2009, Bangkok (Thailand), pp. 965-972. doi : 10.1007/978-3-642-01307-2_102. HAL : hal-01437621.
Jérémy Besson & Céline Robardet (2009). "A New Way to Aggregate Preferences: Application to Eurovision Song Contests". IDA'07, - 15 septembre 2009, Ljubljana (Slovenia), pp. 152-162. HAL : hal-01535505.
Elisa Fromont, Adriana Prado & Céline Robardet (2009). "Constraint-based Subspace Clustering". SIAM International Conference on Data Mining, 2 mai 2009, Sparks, Nevada (United States of America), pp. 26-37. HAL : hal-00362829. .
Azzedine Benameur, Serge Fenet, Ayda Saidane & Sinha Smriti Kumar (2009). "A Pattern-Based General Security Framework : An eBusiness Case Study". Proc. 11th IEEE Int. Conf. on High Performance Computing and Communications HPCC'09, 25 juin 2009, Seoul (Korea (South)), pp. 339-346. doi : 10.1109/HPCC.2009.93. HAL : hal-01437680.
Anthony Mouraud & Didier Puzenat (2009). "Simulation of Large Spiking Neural Networks on Distributed Architectures, The "DAMNED" Simulator". Engineering Applications of Neural Networks: 11th International Conference, EANN 2009, 27 août 2009, London (United Kingdom), pp. 359-370. doi : 10.1007/978-3-642-03969-0_33. HAL : hal-01437753.
Céline Robardet (2009). "Constraint-based Pattern Mining in Dynamic Graphs". IEEE International Conference on Data Mining, 6 décembre 2009, Miami, Floride (United States of America), pp. 950-955. doi : 10.1109/ICDM.2009.99. HAL : hal-01437815.
Loïc Cerf, Pierre-Nicolas Mougel & Jean-François Boulicaut (2009). "Agglomerating Local Patterns Hierarchically with ALPHA". Proc. 18th ACM International Conference on Information and Knowledge Management CIKM'09, 2 novembre 2009, Hong Kong (China), pp. 1753-1756. doi : 10.1145/1645953.1646222. HAL : hal-01437766.
Jacques Demongeot, Eric Goles & Sylvain Sené (2009). "Loss of Linearity and Symmetrisation in Regulatory Networks". Advanced Information Networking and Applications Workshops, 29 mai 2009, Bradford (United Kingdom). doi : 10.1109/WAINA.2009.64. HAL : hal-01499511.
Regis Martinez & Hélène Paugam-Moisy (2009). "Algorithms for structural and dynamical polychronous groups detection". ICANN'2009, International Conference on Artificial Neural Networks, 17 septembre 2009, Limassol (Cyprus), pp. 75-84. HAL : inria-00425514. .
Loïc Cerf, Tran Bao Nhan Nguyen & Jean-François Boulicaut (2009). "Discovering Relevant Cross-Graph Cliques in Dynamic Networks". 18th International Symposium on Methodologies for Intelligent Systems ISMIS'09., 14 septembre 2009, Prague (Czech Republic), pp. 513-522. doi : 10.1007/978-3-642-04125-9_54. HAL : hal-01437737.
Henri Prade, Agnès Rico & Mathieu Serrurier (2009). "Elicitation of Sugeno integrals : A version space learning perspective". Proc. 18th Int. Symp. on Methodologies for Intelligent Systems, ISMIS'09, 17 septembre 2009, Prague, Czech Republic (Czech Republic), pp. 392-401. doi : 10.1007/978-3-642-04125-9_42. HAL : hal-01437752.

National conferences with peer review (3)

Nazha Selmaoui-Folcher, Dominique Gay & Jean-François Boulicaut (2009). "Construction de descripteurs pour classer à partir d'exemples bruités". Actes des 9ème journées Extraction et Gestion de Connaissances EGC'09, RNTI-E-15, 30 janvier 2009, Strasbourg (France), pp. 91-102. HAL : hal-01437615.
Loïc Cerf, Jérémy Besson & Jean-François Boulicaut (2009). "Extraction de motifs fermés dans des relations n-aires bruitées". Actes 9ème Journées Extraction et Gestion de Connaissances EGC'09, RNTI-E-15, 27 janvier 2009, Strasbourg (France), pp. 163-168. HAL : hal-01437616.
Pierre Borgnat, Eric Fleury, Céline Robardet & Antoine Scherrer (2009). "Spatial analysis of dynamic movements of Vélo'v, Lyon's shared bicycle program". ECCS'09, 25 septembre 2009, Warwick (United Kingdom). HAL : ensl-00408150. .

HDR, thesis (3)

Thesis (3)

Ieva Mitasiunaite (2009). "Mining String Data under Similarity and Soft-Frequency Constraints". HAL : hal-01459702.
Yolanda Sanchez-Dehesa (2009). "RÆvol : un modèle de génétique digitale pour étudier l'évolution des réseaux de régulation génétiques". HAL : hal-01462010.
Anthony Mouraud (2009). "Approche distribuée pour la simulation événementielle de réseaux de neurones impulsionnels". HAL : hal-01469513.

Book edition (books, chapters, seminars, congress, special numbers) (1)

Antoine Coulon, Guillaume Beslon, François Chatelain, Alexandra Fuchs, Olivier Gandrillon, M Gineste, Jean-Jacques Kupiec, Camila Mejia-Perez & Andras Paldi (2009). "Mécanismes moléculaires et fonction biologique de la variabilité de l'expression génique à l'échelle de la cellule unique : une approche systémique". Le Hasard au coeur de la cellule, Syllepse edition, pp. 82-111. doi : 10.3917/edmat.kupie.2011.01.0082. HAL : hal-01499539.

Others (1)

Niall Adams, Céline Robardet, Arno Siebes & Jean-François Boulicaut (2009). "Advances in Intelligent Data Analysis VIII". HAL : hal-01437754.

2008 (23)

Journals (6)

International journals with peer review (6)

Christophe Lavelle, Hugues Berry, Guillaume Beslon, Francisco Ginelli, Jean-Louis Giavitto, Zoï Kapoula, André Le Bivic, Nadine Peyriéras, Ovidiu Radulescu et al. (2008). "From Molecules to Organisms: Towards Multiscale Integrated Models of Biological Systems". Theoretical Biology Insights, vol. 1, pp. 13-22. HAL : inria-00331281.
Antoine Scherrer, Pierre Borgnat, Eric Fleury, Jean-Loup Guillaume & Céline Robardet (2008). "Description and simulation of dynamic mobility networks". Computer Networks, vol. 52, #15, pp. 2842-2858. doi : 10.1016/j.comnet.2008.06.007. HAL : inria-00327254. .
Vineet Chaoji, Mohammad Hasan, Saeed Salem, Jérémy Besson & Mohammed Zaki (2008). "ORIGAMI : a novel and effective approach for mining representative orthogonal graph patterns". Statitistical Analysis and Data Mining, vol. 1, pp. 67-84. doi : 10.1002/sam.10004. HAL : hal-01511074.
Johan Leyritz, Stéphane Schicklin, Sylvain Blachon, Céline Keime, Céline Robardet, Jean-François Boulicaut, Jérémy Besson, Ruggero G Pensa & Olivier Gandrillon (2008). "SQUAT: A web tool to mine human, murine and avian SAGE data.". BMC Bioinformatics, vol. 9, p. 378. doi : 10.1186/1471-2105-9-378. HAL : hal-00425133. .
Yolanda Sanchez-Dehesa, David P. Parsons, Jose Maria Pena & Guillaume Beslon (2008). "Modelling Evolution of Regulatory Networks in Artificial Bacteria". Mathematical Modelling of Natural Phenomena, vol. 3, pp. 27-66. doi : 10.1051/mmnp:2008054. HAL : hal-01500393. .
Hélène Paugam-Moisy, Regis Martinez & Samy Bengio (2008). "Delay learning and polychronization for reservoir computing". Neurocomputing, vol. 71, pp. 1143-1158. doi : 10.1016/j.neucom.2007.12.027. HAL : hal-01500331.

Conferences (13)

International conferences with peer review (10)

David Meunier & Hélène Paugam-Moisy (2008). "Neural Networks for Computational Neuroscience". European Symposium On Artificial Neural Networks, ESANN'2008, 25 avril 2008, Bruges (Belgium), pp. 367-378. HAL : hal-01583685.
Jean-François Boulicaut (2008). "If constraint-based data mining is the answer, what is the constraint ?". 1st First International Workshop on Semantic Aspects in Data Mining SADM'08 co-located with IEEE ICDM 2008, 19 décembre 2008, Pisa (Italy), p. 1. doi : 10.1109/ICDMW.2008.96. HAL : hal-01501363.
Jérémy Besson, Loïc Cerf, Rémi Thevenoux & Jean-François Boulicaut (2008). "Tackling closed pattern relevancy in n-ary relations". Workshop Mining Multidimensional Data MMD'08 co-located with ECML PKDD 2008, 1 janvier 2008, Antwerp (Belgium), pp. 2-16. HAL : hal-01501899.
Ruggero Pensa & Jean-François Boulicaut (2008). "Constrained co-clustering of gene expression data". SIAM International Conference on Data Mining SDM'08, 26 avril 2008, Atlanta (United States of America), pp. 25-36. doi : 10.1137/1.9781611972788.3. HAL : hal-01500611. .
Jérémy Besson, Christophe Rigotti, Ieva Mitasiunaite & Jean-François Boulicaut (2008). "Parameter Tuning for Differential Mining of String Patterns". 2nd International Workshop on Domain Driven Data Mining DDDM'08 co-located with ICDM'08, 15 décembre 2008, Pise (Italy), pp. 77-86. HAL : hal-01501294.
Loïc Cerf, Jérémy Besson, Céline Robardet & Jean-François Boulicaut (2008). "Data-Peeler: Constraint-based Closed Pattern Mining in n-ary Relations". SIAM International Conference on Data Mining SDM'08, 26 avril 2008, Atlanta (United States of America), pp. 37-48. HAL : hal-01500635.
Jean-François Boulicaut & Jérémy Besson (2008). "Actionability and formal concepts: a data mining perspective". 6th International Conference on Formal Concept Analysis ICFCA'08, 28 février 2008, Montréal (Canada), pp. 14-31. doi : 10.1007/978-3-540-78137-0_2. HAL : hal-01500630. .
Ruggero Pensa & Jean-François Boulicaut (2008). "Numerical Data Co-clustering via Sum-Squared Residue Minimization and User-defined Constraint Satisfaction (extended abstract)". 16th Italian Symposium on Advanced Database Systems SEBD 2008, 25 juin 2008, Mondello (Italy), pp. 279-286. HAL : hal-01501227.
Loïc Cerf, Dominique Gay, Nazha Selmaoui-Folcher & Jean-François Boulicaut (2008). "A Parameter-Free Associative Classification Method". Data Warehousing and Knowledge Discovery, 10th International Conference, DaWaK 2008, 5 septembre 2008, Turin (Italy), pp. 293-304. HAL : hal-01464500.
Hendrik Blockeel, Toon Calders, Elisa Fromont, Bart Goethals, Adriana Prado & Céline Robardet (2008). "An inductive database prototype based on virtual mining views". SIGKDD international conference on Knowledge discovery and data mining, 27 août 2008, Las Vegas (United States of America), pp. 1061-1064. doi : 10.1145/1401890.1402019. HAL : hal-00372017. .

National conferences with peer review (3)

Ruggero Pensa & Jean-François Boulicaut (2008). "Co-classification sous contraintes par la somme des résidus quadratiques.". Actes 8° Journées Francophones Extraction et Gestion de Connaissances EGC'08, 1 février 2008, Sophia-Antipolis (France), pp. 655-666. HAL : hal-01500595.
Regis Martinez & Hélène Paugam-Moisy (2008). "Des groupes polychrones pour modéliser les traces mnésiques". ARCo'08 - Connaissances : Genèse, Nature et Fonction, 3 décembre 2008, Lyon (France), pp. 66-70. HAL : hal-01588950.
Regis Martinez & Helene Paugam-Moisy (2008). "Les groupes polychrones pour capturer l'aspect spatio-temporel de la mémorisation". Deuxième conférence française de Neurosciences Computationnelles, "Neurocomp08", 8 octobre 2008, Marseille (France). HAL : hal-00331613. .

HDR, thesis (1)

HDR (1)

Guillaume Beslon (2008). "Apprivoiser la vie". HAL : hal-01470048.

Book edition (books, chapters, seminars, congress, special numbers) (2)

Jean-François Boulicaut, Michael R. Berthold & Tamas Horwath (2008). "Discovery Science : 11th International Conference, DS 2008, Budapest, Hungary, October 13-16, 2008, Proceedings". Springer. doi : 10.1007/978-3-540-88411-8. HAL : hal-01616067.
Ruggero Pensa, Céline Robardet & Jean-François Boulicaut (2008). "Constraint-driven Co-Clustering of 0/1 Data". Constrained Clustering: Advances in Algorithms, S. Basu et al., Chapman & Hall/CRC Press, pp. 123-148. HAL : hal-01501910.

Others (1)

Loïc Cerf, Jérémy Besson, Céline Robardet & Jean-François Boulicaut (2008). "Constrained-Based Closed Pattern Mining in n-ary Relations". SML - Spring Workshop on Mining and Learning 2008, 1 mai 2008, Traben-Trarbach (Germany). Poster. HAL : hal-01501377.

2007 (19)

Journals (2)

National journals with peer review (2)

Sylvain Blachon, Ruggero G Pensa, Jérémy Besson, Céline Robardet, Jean-François Boulicaut & Olivier Gandrillon (2007). "Clustering formal concepts to discover biologically relevant knowledge from gene expression data.". In Silico Biology, vol. 7, 4-5, pp. 467-83. HAL : hal-00294025.
Jérémy Besson, Céline Robardet & Jean-François Boulicaut (2007). "Un algorithme générique d'extraction de bi-ensembles sous contraintes dans des données booléennes". Revue I3 - Information Interaction Intelligence, vol. HS 2007, pp. 141-160. HAL : hal-01501481.

Conferences (10)

International conferences with peer review (7)

Dominique Gay, Nazha Selmaoui-Folcher & Jean-François Boulicaut (2007). "Pattern-based Decision Tree Construction". 2nd International Conference on Digital Information Management ICDIM'07, 31 octobre 2007, Lyon (France), pp. 291-296. HAL : hal-01464501.
Manel Ben Jdidia, Céline Robardet & Eric Fleury (2007). "Communities detection and analysis of their dynamics in collaborative networks". Dynamic Virtual Communities: From Connectivity to Information Society, Lyon (France). HAL : inria-00398813.
Hélène Paugam-Moisy, Regis Martinez & Samy Bengio (2007). "A supervised learning approach based on STDP and polychronization in spiking neuron networks". 15th European Symposium on Artificial Neural Networks, ESANN'07, 27 avril 2007, Bruges (Belgium), pp. 427-432. HAL : hal-01583544.
Mohammad Hasan, Vineet Chaoji, Saeed Salem, Jérémy Besson & Mohammed Zaki (2007). "ORIGAMI : Mining Representative Orthogonal Graph Patterns". Seventh International Conference on Data Mining (ICDM'07), 28 octobre 2007, Omaha (United States of America), pp. 153-163. doi : 10.1109/ICDM.2007.45. HAL : hal-01512570.
Yolanda Sanchez-Dehesa, Loïc Cerf, Jose Maria Pena, Jean-François Boulicaut & Guillaume Beslon (2007). "Artificial Regulatory Networks Evolution". Proc 1st Int Workshop on Machine Learning for Systems Biology MLSB 07, 25 septembre 2007, Evry (France), pp. 47-52. HAL : hal-01502737. .
Bernhard Pfahringer, Claire Leschi & Peter Reutemann (2007). "Scaling Up Semi-supervised Learning : An Efficient and Effective LLGC Variant.". 11th Pacific-Asia Conference on Data Mining (PAKDD 2007), 25 mai 2007, Nanjing (China), pp. 236-247. doi : 10.1007/978-3-540-71701-0_25. HAL : hal-01511824.
Eric Fleury, Jean-Loup Guillaume, Céline Robardet & Antoine Scherrer (2007). "Analysis of Dynamic Sensor Networks: Power Law Then What?". Second International Conference on COMmunication Systems softWAre and middlewaRE (COMSWARE 2007), Bangalore (India). HAL : inria-00398809.

National conferences with peer review (3)

Jean-François Boulicaut (2007). "Don't be afraid of so many local patterns". Dagstuhl-Seminar 07181 "Parallel Universes and Local Patterns", 4 mai 2007, Wadern (Germany). HAL : hal-01613963.
Hélène Paugam-Moisy (2007). "Learning and Self Organizing in Spiking Neuron Networks". AMORPH Workshop, 29 janvier 2007, University of Sheffield (United Kingdom). HAL : hal-01589820.
Jean-François Boulicaut (2007). "Condensed representations for frequent sets: theory and applications". Seminar Kyushu University, 29 juin 2007, Fukuoka (Japan). HAL : hal-01614908.

HDR, thesis (3)

Thesis (3)

Hunor Albert-Lorincz (2007). "Contributions aux techniques de prise de décision et de valorisation financière". HAL : hal-01456848.
Virginie Lefort (2007). "Évolution de second ordre et algorithmes évolutionnaires". HAL : hal-01463021.
David Meunier (2007). "Une modélisation évolutionniste du liage temporel". HAL : tel-00198797. .

Book edition (books, chapters, seminars, congress, special numbers) (2)

Mirco Nanni & Christophe Rigotti (2007). "Extracting Trees of Quantitative Serial Episodes". Knowledge Discovery in Inductive Databases : 5th International Workshop, KDID 2006 Berlin, Germany, September 18, 2006 Revised Selected and Invited Papers, S. Dzeroski, J. Struyf, Springer, pp. 170-188. doi : 10.1007/978-3-540-75549-4_11. HAL : hal-01613806.
Ieva Mitasiunaite & Jean-François Boulicaut (2007). "Introducing softness into inductive queries on string databases". Proceedings of the 2007 conference on Databases and Information Systems IV: Selected Papers from the Seventh International Baltic Conference DB&IS'2006, O. Vasilecas et al., IOS Press, pp. 117-130. HAL : hal-01613721.

Others (2)

Johan Leyritz, Céline Keime, Sylvain Blachon, Céline Robardet, Jean-François Boulicaut, Jérémy Besson, Ruggero Pensa & Olivier Gandrillon (2007). "SQUAT: a web tool to mine SAGE data.". Journées Ouvertes Biologie Informatique Mathématiques, JOBIM'07, 12 juillet 2007, Marseille (France). Poster. HAL : hal-01590433.
Loïc Cerf, Jérémy Besson, Céline Robardet & Jean-François Boulicaut (2007). "Extraction d'hyper-rectangles fermés sous contraintes". Atelier Bases de Données Inductives BDI'07 organisé dans le cadre de la plate-forme AFIA 2007, Grenoble (France). Poster. HAL : hal-01590451.

2006 (19)

Journals (1)

International journals with peer review (1)

Ruggero G. Pensa, Céline Robardet & Jean-François Boulicaut (2006). "Supporting bi-cluster interpretation in 0/1 data by means of local patterns". Journal of intelligent data analysis, vol. 10, #5, pp. 457-467. HAL : hal-01535517.

Conferences (15)

International conferences with peer review (9)

Clément Faure, Sylvie Delprat, Jean-François Boulicaut & Alain Mille (2006). "Iterative bayesian network implementation by using annotated association rules". 15th International Conference on Knowledge Engineering and Knowledge Management EKAW'06, 2 septembre 2006, Podebrady (Czech Republic), pp. 326-333. doi : 10.1007/11891451_29. HAL : hal-01592340.
Jérémy Besson, Céline Robardet, Luc De Raedt & Jean-François Boulicaut (2006). "Mining bi-sets in numerical data". KIDID@ECMLPKDD, 15 septembre 2006, berlin (Germany). HAL : hal-01535501.
Mirco Nanni & Christophe Rigotti (2006). "Quantitative Episode Trees". 5th International Workshop on Knowledge Discovery in Inductive Databases KDID'06 co-located with ECML PKDD 2006, 18 septembre 2006, Berlin (Germany), pp. 95-106. HAL : hal-01613789.
Kurt Driessens, Peter Reutemann, Bernhard Pfahringer & Claire Leschi (2006). "Using Weighted Nearest Neighbor to Benefit from Unlabeled Data.". 10th Pacific-Asia Conference on Data Mining (PAKDD 2006), 9 avril 2006, Singapore (Singapore), pp. 60-69. doi : 10.1007/11731139_10. HAL : hal-01512565.
Ruggero G Pensa, Jérémy Besson, Céline Robardet & Jean-François Boulicaut (2006). "Constraint-based mining of fault-tolerant patterns from Boolean data". KDID@ECMLPKDD, - 25 septembre 2006, porto (Portugal). HAL : hal-01535545.
Jérémy Besson, Céline Robardet & Jean-François Boulicaut (2006). "Mining a new fault-tolerant pattern type as an alternative to formal concept discovery". ICCS, 15 juillet 2006, Aalborg (Denmark). HAL : hal-01535528.
Ruggero G Pensa, Céline Robardet & Jean-François Boulicaut (2006). "Towards constrained co-clustering in ordered 0/1 data sets". ISMIS, 14 avril 2006, Bari (Italy), pp. 424-434. HAL : hal-01535515.
Nazha Selmaoui-Folcher, Claire Leschi, Dominique Gay & Jean-François Boulicaut (2006). "Feature Construction and δ-Free Sets in 0/1 Samples". Discovery Science, 9th International Conference, DS 2006, - 10 octobre 2006, Barcelona (Spain), pp. 363-367. HAL : hal-01464502.
Alexandre Saidi (2006). "Using Grammatical Inference for Structure Induction in Practical Text Mining Process". 15th International Conference on Computing (CIC'06), 24 novembre 2006, Mexico (Mexico), pp. 92-104. doi : 10.1109/CIC.2006.71. HAL : hal-01614154. .

National conferences with peer review (6)

Hunor Albert-Lorincz & Jean-François Boulicaut (2006). "Amélioration des indicateurs techniques pour l'analyse du marché financier". Actes 6ème Journées Francophones Extraction et Gestion de Connaissances, EGC'06, 20 janvier 2006, Lille (France), pp. 693-704. HAL : hal-01613484.
Ruggero G Pensa, Céline Robardet & Jean-François Boulicaut (2006). "Co-classification sous contraintes". cAp 2006, 25 mai 2006, Trégastel (France). HAL : hal-01535523.
Jean-François Boulicaut (2006). "Inductive databases: new concepts for data-driven knowledge discovery process". 7th International Baltic Conference on Databases and Information Systems DB&IS'06, 6 juillet 2006, Vilnius (Lithuania). HAL : hal-01613900.
Jean-François Boulicaut (2006). "If inductive querying is the answer, what is the question?". Colloquium University of Konstanz, 6 décembre 2006, Konstanz (Germany). HAL : hal-01615330.
Anthony Mouraud & Hélène Paugam-Moisy (2006). "DAMNED, un simulateur parallèle et événementiel, pour rèseaux de neurones impulsionnels". 1ère conférence française de Neurosciences COMPutationnelles, NeuroComp 2006, 23 octobre 2006, Pont-à-Mousson (France), pp. 120-123. HAL : hal-01583554.
David Meunier, Regis Martinez & Hélène Paugam-Moisy (2006). "Assemblées Temporelles dans les Réseaux de Neurones Impulsionnels". 1ère Conférence francophone NEUROscience COMPutationnelles, NEUROCOMP 2006, 23 octobre 2006, Pont-à-Mousson (France), pp. 187-190. HAL : hal-01582493.

HDR, thesis (1)

Thesis (1)

Ruggero Gaetano Pensa (2006). "Un Cadre générique pour la co-classification sous contraintes". HAL : hal-01455537.

Book edition (books, chapters, seminars, congress, special numbers) (1)

Céline Robardet, Ruggero Gaetano Pensa, Jérémy Besson & Jean-François Boulicaut (2006). "Contribution to gene expression data analysis by means of set pattern mining". Constraint-based mining and Inductive Databases. HAL : hal-01535548.

Others (1)

Corrine Bresson, Céline Keime, Claudine Faure, Yann Letrillard, Ieva Mitasiunaite, Christophe Rigotti, Jean-François Boulicaut, Amel Bendjeladi, Najate Benhra et al. (2006). "New mechanisms of v-ErbA oncogene action revealed by SAGE analysis". Integrative Post-Genomics, IPG'06, 1 décembre 2006, Lyon (France). Poster. HAL : hal-01613844.

2005 (5)

Journals (1)

International journals with peer review (1)

Jérémy Besson, Céline Robardet, Jean-François Boulicaut & Sophie Rome (2005). "Constraint-based Formal Concept Mining and its Application to Microarray Data Analysis". Intelligent Data Analysis, vol. 9, #1, pp. 59-82. HAL : hal-01535568. .

Conferences (3)

International conferences with peer review (3)

Jérémy Besson, Céline Robardet & Jean-François Boulicaut (2005). "Approximation de concepts formels par des bi-ensembles denses et pertinents". Actes de la conférence francophone d'apprentissage automatique, CAp 2005, 3 juin 2005, Nice (France), pp. 313-328. HAL : hal-01535553.
Céline Robardet, Ruggero G Pensa & Jean-François Boulicaut (2005). "A bi-clustering framework for categorical data". 9th European Conf. on Principles and Practice of Knowledge Discovery in Databases, PKDD'05, 30 septembre 2005, Porto (Portugal), pp. 643-650. doi : 10.1007/11564126_68. HAL : hal-01535565.
Jérémy Besson, Ruggero G. Pensa, Céline Robardet & Jean-François Boulicaut (2005). "Constraint-based Mining of Fault Tolerant Patterns from Boolean Data". KDID@ECMLPKDD, 30 septembre 2005, Berlin (Germany). HAL : hal-01535562.

Others (1)

Sylvain Blachon, Ruggero Pensa, Jérémy Besson, Céline Robardet, Jean-François Boulicaut & Olivier Gandrillon (2005). "Using formal concepts for biological knowledge discovery from human SAGE data". Journées Ouvertes Biologie Informatique Mathématiques JOBIM'05, 6 juillet 2005, Lyon, France (France). Poster. HAL : hal-01534988.

2004 (1)

Conferences (1)

International conferences with peer review (1)

Jérémy Besson, Céline Robardet & Jean-François Boulicaut (2004). "Constraint-based mining of formal concepts in transactional data". 8th Pacific-Asia Conference on Knowledge Discovery and Data Mining PaKDD'04, 15 mai 2004, sydney (Australia), pp. 615-624. HAL : hal-01535575.

2003 (2)

Conferences (2)

International conferences with peer review (2)

Sylvain Blachon, Céline Robardet, Jean-François Boulicaut & Olivier Gandrillon (2003). "Extraction de régularités dans des données d'expression SAGE humaines". Actes Journée Informatique pour l'analyse du transcriptome JPGD'03, 13 janvier 2003, lyon (France). HAL : hal-01535493.
Olivier Gandrillon, Jean-François Boulicaut, Céline Robardet, Sylvain Blachon, Jérémy Besson & Sophie Rome (2003). "Recherche de groupes de gènes intéressants dans des données d'expression: apport des ensembles fréquents". Atelier Fouille de données biopuces à EGC 2003, Lyon, 22 janvier 2003, 23 janvier 2003, lyon (France). HAL : hal-01535497.

**Envergure : International**
Title	Type de projet	Dates contrat	Partenaire(s)
KDID 2022: 20th anniversary of KDID Workshop	Institutions	2022 - 2024
Use of Graphics Rendering and Artificial Intelligence for Improved Mobile Search Capabilities	Europe	2014 - 2018	Tapastreet, Trinity College Dublin
Integrated Solutions for Agile Manufacturing in High-mix Semiconductor Fabs	Europe	2013 - 2015

**Envergure : National**
Title	Type de projet	Dates contrat	Partenaire(s)
Bitcoin User Network Analysis and Mining	ANR	2019 - 2022
Les vélos en libre service automatisé. Un système socio-technique innovant et ses appropriations sociales	ANR	2013 - 2016	JCDecaux, Laboratoire Aménagement Economie Transports, Environnement Ville Société, Laboratoire de Physique de l'ENS de Lyon

**Envergure : Régional**
Title	Type de projet	Dates contrat	Partenaire(s)
Encyclopedic geographical discourse	LABEX	2020 - 2024	Laboratoire de Linguistique Formelle, The Alan Turing Institute, Laboratoire de linguistique et didactique des langues étrangères et maternelles, Environnement Ville Société, Interactions, corpus, apprentissages, représentations ( ICAR )
Covid Dynamics	Institutions	2020 - 2021	Hospices Civils de Lyon, Laboratoire de Biométrie et Biologie Evolutive, Laboratoire de Mécanique des Fluides et d’Acoustique, Institut Camille Jordan, Laboratoire de Tribologie et Dynamique des Systèmes, Laboratoire de Sciences Actuarielle et Financière

Pays

Nom	Type de partenaire	Pays	Projet(s) concerné(s)
Trinity College Dublin	Institutionnel	Ireland	Use of Graphics Rendering and Artificial Intelligence for Improved Mobile Search Capabilities
The Alan Turing Institute	Institutionnel	United Kingdom	Encyclopedic geographical discourse
Hospices Civils de Lyon	Institutionnel	France	Covid Dynamics
Tapastreet	Industriel Français	Ireland	Use of Graphics Rendering and Artificial Intelligence for Improved Mobile Search Capabilities
JCDecaux	Industriel Français	France	Les vélos en libre service automatisé. Un système socio-technique innovant et ses appropriations sociales
Laboratoire de Biométrie et Biologie Evolutive	Laboratoire	France	Covid Dynamics
Laboratoire de Mécanique des Fluides et d’Acoustique	Laboratoire	France	Covid Dynamics
Institut Camille Jordan	Laboratoire	France	Covid Dynamics
Laboratoire de Tribologie et Dynamique des Systèmes	Laboratoire	France	Covid Dynamics
Laboratoire de Sciences Actuarielle et Financière	Laboratoire	France	Covid Dynamics
Laboratoire Aménagement Economie Transports	Laboratoire	France	Les vélos en libre service automatisé. Un système socio-technique innovant et ses appropriations sociales
Environnement Ville Société	Laboratoire	France	Les vélos en libre service automatisé. Un système socio-technique innovant et ses appropriations sociales, Encyclopedic geographical discourse
Laboratoire de Physique de l'ENS de Lyon	Laboratoire	France	Les vélos en libre service automatisé. Un système socio-technique innovant et ses appropriations sociales
Laboratoire de Linguistique Formelle	Laboratoire	France	Encyclopedic geographical discourse
Laboratoire de linguistique et didactique des langues étrangères et maternelles	Laboratoire	France	Encyclopedic geographical discourse
Interactions, corpus, apprentissages, représentations ( ICAR )	Laboratoire	France	Encyclopedic geographical discourse