Projects¶
Research keywords¶
Data Mining, Unsupervised Learning, Spatiotemporal Patterns, Constraint-Based Reasoning, Inductive Programming, Evolutionary Algorithms, Sequence Mining, Databases, Gene Expression Data Analysis, Satellite Image Time Series Analysis.
Recent / current main projects and collaborations¶
2023/2026 - Rockfall risk: the use of Artificial Intelligence for the operational management of the risk. C2R-IA project (ANR-22-CE56-0005-04).
2020/2024 - Inferring regulatory networks from gene expression data. In collaboration with Lisa Chabrier (PhD Student since 2021), Anton Crombach and Sergio Peignier (BF2I). Funding of Lisa Chabrier is provided by a grant from INRIA.
2022/2023 - Comparison of automated detection methods for aseismic creeps. In collaboration with Cecile Doubre, Romain Jolivet, Cecile Lasserre, Catherine Pothier and Baptiste Rousset. Funded by PNTS INSU.
2020/2022 - Mining multispectral and hyperspectral images. In collaboration with Juan Gregorio Rejas (INTA - UPM, Madrid), Nicolas Meger (LISTIC), Catherine Pothier.
2020/2021 - Model design, comparison and calibration for COVID-19 related studies. Collaboration within the CovDyn group headed by Pascal Roy (CHU Lyon, LBBE).
2015/2020 - Spatiotemporal mining of displacement fields and satellite image time series. In collaboration with Tuan Nguyen (PhD Student 2015/2018), Nicolas Meger (LISTIC), Emmanuel Trouve, Catherine Pothier, Remi Andreoli (Bluecham). Funding of Tuan Nguyen was provided by a grant from la region Auvergne-Rhone-Alpes (ARC6 project).
2013/2020 - Evolution of Evolution. Evolutionary subspace clustering. Within EvoEvo european project (610427 FP7-ICT-2013-10) during period 2013/2017. In collaboration with Sergio Peignier (PhD student), Guillaume Beslon, Jonas Abernot, Anthony Rossi and Leo Lefebvre.
2011/2014 - Spatiotemporal data mining: Application to soil erosion monitoring. FOSTER project (ANR-2010-COSI-012).
2010/2012 - Finding homogeneous sets of interaction modules. REHMI project, funded by IXXI (Rhône-Alpes Complex Systems Institute). In collaboration with Pierre-Nicolas Mougel (PhD student), Olivier Gandrillon (Centre de Genetique Moleculaire et Cellulaire) and Pablo Jensen (ENS de Lyon).
2009/2010 - Spatiotemporal mining of satellite image time series. In collaboration with Andreea Julea and Nicolas Meger (LISTIC) - EFIDIR project (ANR-2007-MCDC0-04).
2008/2010 - Knowledge discovery for and by inductive queries in post-genomic applications Bingo2 project (ANR-07-MDCO-014). In collaboration with Pierre-Nicolas Mougel (PhD student), Marc Plantevit, Jean-Francois Boulicaut and Olivier Gandrillon (Centre de Genetique Moleculaire et Cellulaire).
2006/2008 - Inductive queries for mining patterns and models. Application to biological data. IQ european project (No IST FP6-516169). In collaboration with Ieva Mitasiunaite (PhD student), Laurene Meyniel (Master student), Jean-Francois Boulicaut and Olivier Gandrillon (Centre de Genetique Moleculaire et Cellulaire).
2006/2007 - Genomics and inductive databases: ACI Bingo (ACI MD 46).
Sept. 2005-Aug. 2006 - on sabbatical leave from INSA-LIRIS at the Knowledge Discovery and Delivery Laboratory, University of Pisa and ISTI-CNR, Italy.
2001/2004 (extended to 2005) - Mining geophysical data: AEGIS european project (No IST-2000-26450). In collaboration with Nicolas Meger (PhD student).
2001/2004 - Inductive databases: CINQ european project (No IST-2000-26469). In collaboration with Artur Bykowski (PhD student) and Jean-Francois Boulicaut.
2000/2005 - Automatic constraint solver generation. Cooperation with the Programming and Modeling Languages research unit of the Ludwig Maximilians University of Munich. Supported by the Bavarian-French Cooperation Center. In collaboration with Slim Abdennadher.
2002/2003 - Mining financial data. In collaboration with Marion Leleu (PhD student), Caisse des Depots et Consignations Paris, and Jean-Francois Boulicaut.
2000/2003 - Data mining for process monitoring. In collaboration with Thomas Daurel (PhD student), Schlumberger Clamart.