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Germain Forestier

15
Documents
Identifiants chercheurs

Présentation

I'm a professor of computer science working on data science with a special interest in processing temporal data (time series). I mostly apply my work to surgical data science, digital pathology and geosciences. Find more information about my work on my personnal page: <https://germain-forestier.info/>

Publications

pierre-gancarski
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End-to-end deep representation learning for time series clustering: a comparative study

Baptiste Lafabregue , Jonathan Weber , Pierre Gançarski , Germain Forestier
Data Mining and Knowledge Discovery, 2021, ⟨10.1007/s10618-021-00796-y⟩
Article dans une revue hal-03407061v1
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Constrained distance based clustering for time-series: a comparative and experimental study

Thomas Lampert , Thi-Bich-Hanh Dao , Baptiste Lafabregue , Nicolas Serrette , Germain Forestier
Data Mining and Knowledge Discovery, 2018, 32 (6), pp.1663-1707. ⟨10.1007/s10618-018-0573-y⟩
Article dans une revue hal-01831637v1
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Comparison of optical sensors discrimination ability using spectral libraries

Germain Forestier , Jordi Inglada , Cédric Wemmert , Pierre Gancarski
International Journal of Remote Sensing, 2013, 34 (7), pp.2327 - 2349. ⟨10.1080/01431161.2012.744488⟩
Article dans une revue hal-01875856v1
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Knowledge-based region labeling for remote sensing image interpretation

Germain Forestier , Anne Puissant , Cédric Wemmert , Pierre Gançarski
Computers, Environment and Urban Systems, 2012, 36 (5), pp.470 - 480. ⟨10.1016/j.compenvurbsys.2012.01.003⟩
Article dans une revue hal-01875854v1
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Discovering Significant Evolution Patterns from Satelllite Image Time Series

François Petitjean , Florent Masseglia , Pierre Gancarski , Germain Forestier
International Journal of Neural Systems, 2011, 21 (6), pp.15. ⟨10.1142/S0129065711003024⟩
Article dans une revue lirmm-00639480v1
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Collaborative clustering with background knowledge

Germain Forestier , Pierre Gançarski , Cédric Wemmert
Data and Knowledge Engineering, 2010, 69 (2), pp.211 - 228. ⟨10.1016/j.datak.2009.10.004⟩
Article dans une revue hal-01875853v1
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Multiresolution remote sensing image clustering

Cédric Wemmert , Anne Puissant , Germain Forestier , Pierre Gancarski
IEEE Geoscience and Remote Sensing Letters, 2009, 6 (3), pp.533-537. ⟨10.1109/LGRS.2009.2020825⟩
Article dans une revue halshs-00520632v1
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Multisource Images Analysis Using Collaborative Clustering

Germain Forestier , Cédric Wemmert , Pierre Gancarski
EURASIP Journal on Advances in Signal Processing, 2008, 2008 (1), ⟨10.1155/2008/374095⟩
Article dans une revue hal-01878610v1
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Incremental constrained clustering with application to remote sensing images time series

Baptiste Lafabregue , Pierre Gançarski , Jonathan Weber , Germain Forestier
IEEE International Conference on Data Mining Incr'Learn Workshops, Nov 2022, Orlando, United States. pp.814-823, ⟨10.1109/ICDMW58026.2022.00110⟩
Communication dans un congrès hal-03936924v1
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Deep constrained clustering applied to satellite image time series

Baptiste Lafabregue , Jonathan Weber , Pierre Gançarski , Germain Forestier
ECML/PKDD Workshop on Machine Learning for Earth Observation Data (MACLEAN), Sep 2019, Würzburg, Germany
Communication dans un congrès hal-02326219v1
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Mining spectral libraries to study sensors' discrimination ability

Germain Forestier , Jordi Inglada , Cédric Wemmert , Pierre Gancarski
SPIE Europe Remote Sensing, Aug 2009, Berlin, Germany. ⟨10.1117/12.830392⟩
Communication dans un congrès hal-01887503v1
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On Combining Unsupervised Classification and Ontology Knowledge

Germain Forestier , Cédric Wemmert , Pierre Gancarski
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Jul 2008, Boston, United States. ⟨10.1109/igarss.2008.4779741⟩
Communication dans un congrès hal-01887351v1
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Ontology-based Object Recognition for Remote Sensing Image Interpretation

Nicolas Durand , Sébastien Derivaux , Germain Forestier , Cédric Wemmert , Pierre Gancarski
IEEE International Conference on Tools with Artificial Intelligence (ICTAI), Oct 2007, Patras, Greece. pp.472-479, ⟨10.1109/ICTAI.2007.111⟩
Communication dans un congrès hal-01463170v2
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Constrained Clustering: Current and New Trends

Pierre Gançarski , Thi-Bich-Hanh Dao , Bruno Crémilleux , Germain Forestier , Thomas Lampert
Pierre Marquis, Odile Papini, Henri Prade. A Guided Tour of AI Research, 2, Springer, 2020
Chapitre d'ouvrage hal-02548212v1

Constrained clustering: current and new trends

Pierre Gançarski , Thi-Bich-Hanh Dao , Bruno Crémilleux , Germain Forestier , Thomas Lampert
A guided tour of artificial intelligence research, 2, Springer Verlag, pp.447-484, 2020, 978-3-030-06167-8. ⟨10.1007/978-3-030-06167-8_14⟩
Chapitre d'ouvrage hal-04234020v1