Nicolas Méger

Documents

Publications

	Explaining the decisions and the functioning of a convolutional spatiotemporal land cover classifier with channel attention and redescription mining Enzo Pelous , Nicolas Méger , Alexandre Benoit , Abdourrahmane Atto , Dino Ienco ISPRS Journal of Photogrammetry and Remote Sensing, 2024, 215, pp.256-270. ⟨10.1016/j.isprsjprs.2024.06.021⟩ Journal articles hal-04650672v1
	On Joint Parameterizations of Linear and Nonlinear Functionals in Neural Networks Abdourrahmane Mahamane Atto , Sylvie Galichet , Dominique Pastor , Nicolas Méger Neural Networks, 2023, 160, pp.12-21. ⟨10.1016/j.neunet.2022.12.019⟩ Journal articles hal-03115681v3
	Ranking evolution maps for Satellite Image Time Series exploration: application to crustal deformation and environmental monitoring Nicolas Méger , Christophe Rigotti , Catherine Pothier , Tuan Nguyen , Felicity Lodge Data Mining and Knowledge Discovery, 2019, 33 (1), pp.131-167. ⟨10.1007/s10618-018-0591-9⟩ Journal articles hal-01898015v1
	A pattern-based method for handling confidence measures while mining satellite displacement field time series. Application to Greenland ice sheet and Alpine glaciers Tuan Nguyen , Nicolas Méger , Christophe Rigotti , Catherine Pothier , Emmanuel Trouvé IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018, 11 (11), pp.4390 - 4402. ⟨10.1109/JSTARS.2018.2874499⟩ Journal articles hal-01912708v1
	Editorial Nicolas Méger T. Mass-Data Analysis of Images and Signals, 2013, 5 (1), pp.1 Journal articles hal-01066024v1
	Efficient Spatiotemporal Mining of Satellite Image Time Series for Agricultural Monitoring Andreea Julea , Nicolas Méger , Christophe Rigotti , Emmanuel Trouvé , Romain Jolivet Transactions on Machine Learning and Data Mining, 2012, 5 (1), pp.23-44 Journal articles hal-00702433v1
	Forecasting Failures in a Data Stream Context - Application to Vacuum Pumping System Prognosis Florent Martin , Nicolas Méger , Sylvie Galichet , Nicolas Bécourt Transactions on Machine Learning and Data Mining, 2012, 5 (2), pp. 87-116 Journal articles hal-00748129v1
	EFIDIR : extraction et fusion d'informations pour la mesure de déplacements par imagerie radar Emmanuel Trouvé , Jean-Marie Nicolas , Laurent Ferro-Famil , Michel Gay , Virginie Pinel Traitement du Signal, 2011, 28 (3-4), pp.375-416. ⟨10.3166/ts.28.375-416⟩ Journal articles hal-00646032v1
	Unsupervised Spatiotemporal Mining of Satellite Image Time Series Using Grouped Frequent Sequential Patterns Andreea Julea , Nicolas Méger , Philippe Bolon , Christophe Rigotti , Marie-Pierre Doin IEEE Transactions on Geoscience and Remote Sensing, 2011, 49 (4), pp.1417-1430. ⟨10.1109/TGRS.2010.2081372⟩ Journal articles hal-00596806v1
	Extraction de Motifs Séquentiels Fréquents sous Contraintes dans des Données Contenant des Répétitions Consécutives Marion Leleu , Nicolas Méger , Christophe Rigotti Revue des Sciences et Technologies de l'Information - Série ISI : Ingénierie des Systèmes d'Information, 2004, pp.133-159 Journal articles hal-00494640v1

	Explaining a deep spatiotemporal land cover classifier with attention and redescription mining N. Méger , H. Courteille , A Benoit , A. Atto , Dino Ienco The XXIV International Society for Photogrammetry and Remote Sensing Congress, Jun 2022, Nice, France. pp.673-680, ⟨10.5194/isprs-archives-XLIII-B3-2022-673-2022⟩ Conference papers hal-03694444v1
	CHANNEL-BASED ATTENTION FOR LCC USING SENTINEL-2 TIME SERIES Hermann Courteille , A Benoit , N Méger , A Atto , Dino Ienco International Geoscience and Remote Sensing Symposium (IGARSS), IEEE, Jul 2021, Brussels, Belgium. pp.1077-1080, ⟨10.1109/IGARSS47720.2021.9554205⟩ Conference papers hal-03182049v1
	Contribution of Artificial Intelligence models for the management of rockfall risks Marie-aurélie Chanut , Clara Lévy , Lucas Meignan , Muriel Gasc-Barbier , Sylvie Galichet 5th RSS Rock Slope Stability Symposium, Nov 2021, Chambéry, France Conference papers hal-03736583v1
	Studying Evolution of Hydrothermal Alteration Materials in the Turrialba Volcano through Multispectral and Hyperspectral Images Juan Gregorio Rejas , Catherine Pothier , Christophe Rigotti , Nicolas Méger , I. Vasquez International Society for Photogrammetry and Remote Sensing Congress, 2020, Nice, France. 6 p., ⟨10.5194/isprs-archives-XLIII-B2-2020-1259-2020⟩ Conference papers hal-03091306v1
	A pattern-based mining system for exploring Displacement Field Time Series Tuan Nguyen , Nicolas Méger , Christophe Rigotti , Catherine Pothier , Noel Gourmelen 19th IEEE International Conference on Data Mining (ICDM) Demo, Nov 2019, Beijing, China. pp.1110-1113, ⟨10.1109/ICDMW.2019.00165⟩ Conference papers hal-02361793v1
	Finding Complementary and Reliable Patterns in Displacement Field Time Series of Alpine Glaciers Tuan Nguyen , Nicolas Méger , Christophe Rigotti , Catherine Pothier , Emmanuel Trouvé IGARSS 2018 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2018, Valencia, Spain. pp.4213-4216 Conference papers hal-01868749v1
	Handling coherence measures of displacement field time series: Application to Greenland ice sheet glaciers Tuan Nguyen , Nicolas Méger , Christophe Rigotti , Catherine Pothier , Emmanuel Trouvé 9th International Workshop on the Analysis of Multitemporal Remote Sensing Images (MultiTemp), Jun 2017, Brugge, Belgium. pp.1-4, ⟨10.1109/Multi-Temp.2017.8035228⟩ Conference papers hal-01591461v1
	Suivi de l'érosion par imagerie satellite et fouille de données spatio-temporelles Catherine Pothier , Rémi Andréoli , Nicolas Méger , Christophe Rigotti Journées Nationales de Géotechnique et de Géologie de l'Ingénieur, Jul 2016, Nancy, France. pp.1-8 Conference papers hal-01367992v1
	SITS-P2miner: Pattern-Based Mining of Satellite Image Time Series Tuan Nguyen , Nicolas Méger , Christophe Rigotti , Catherine Pothier , Rémi Andréoli European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD) Demo, Sep 2016, Riva del Garda, Italy. pp.63-66, ⟨10.1007/978-3-319-46131-1_14⟩ Conference papers hal-01367996v1
	Grouped frequent sequential patterns derived from terrestrial image time series tomonitor landslide behaviour – Application to the dynamics of the Sanières/Roche Plombée rockslide. Youen Pericault , Catherine Pothier , Nicolas Méger , Emmanuel Trouvé , Flavien Vernier Geophysical Research Abstracts - EGU General Assembly 2016, Apr 2016, Vienna, Austria. pp.1-1 Conference papers hal-01306556v1
	Swap Randomization of Bases of Sequences for Mining Satellite Image Time Series Nicolas Méger , Christophe Rigotti , Catherine Pothier European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), Sep 2015, Porto, Portugal. pp.190-205 Conference papers hal-01200674v1
	A swap randomization approach for mining motion field time series over the Argentiere glacier Youen Pericault , Catherine Pothier , Nicolas Meger , Christophe Rigotti , Flavien Vernier 2015 8th International Workshop on the Analysis of Multitemporal Remote Sensing Images (Multi-Temp), Jul 2015, Annecy, France. pp.1-4, ⟨10.1109/Multi-Temp.2015.7245757⟩ Conference papers hal-01237206v1
	Monitoring of Tectonic Deformation by Mining Satellite Image Time Series Christophe Rigotti , Felicity Lodge , Nicolas Méger , Catherine Pothier , Romain Jolivet Reconnaissance de Formes et Intelligence Artificielle (RFIA) 2014, Jun 2014, Rouen, France. pp.1-6 Conference papers hal-00988907v1
	Iterative Summarization of Satellite Image Time Series Felicity Lodge , Nicolas Meger , Christophe Rigotti , Catherine Pothier , Marie-Pierre Doin IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2014), Jul 2014, Québec, Canada. pp.1-4 Conference papers hal-01091940v1
	Connectivity constraint-based sequential pattern extraction from Satellite Image Time Series Nicolas Méger , Andreea Julea SPIE Vol. 8892, Image and Signal Processing for Remote Sensing XIX - SPIE Remote Sensing 2013, Sep 2013, Dresden, Germany. 10 p., CD-ROM Conference papers hal-00870315v1
	Fouille de données spatio-temporelles appliquée aux séries d'images satellite Christophe Rigotti , Nicolas Meger , Felicity Lodge , Catherine Pothier Cité des Sciences et de l'Industrie - Rencontres du Numérique de l'ANR, Apr 2013, Paris, France Conference papers hal-01339286v1
	GFS-pattern extraction in satellite image time series: application to the monitoring of Mount Etna Felicity Lodge , Nicolas Meger , Christophe Rigotti , Lionel Gueguen , Catherine Pothier Atelier Mesure de Déformations par Imagerie Spatiale, Oct 2013, Autrans, France. pp.1-1 Conference papers hal-01339287v1
	Normalized Mutual Information-Based Ranking of Spatio-Temporal Localization Maps Nicolas Meger , Christophe Rigotti , Lionel Gueguen , Felicity Lodge , Catherine Pothier 8th European Spatial Agency (ESA) - EUSC - JRC Conference on Image Information Mining, Oct 2012, Oberpfaffenhofen, Germany. pp.11-14 Conference papers hal-01353105v1
	Mining Pixel Evolutions in Satellite Image Time Series for Agricultural Monitoring Andreea Julea , Nicolas Méger , Christophe Rigotti , Emmanuel Trouvé , Philippe Bolon 11th Industrial Conference on Data Mining ICDM 2011, Aug 2011, New-York, United States. pp.189-203, ⟨10.1007/978-3-642-23184-1_15⟩ Conference papers hal-00620882v1
	FLM-rule-based prognosis Florent Martin , Nicolas Méger , Sylvie Galichet , Nicolas Bécourt Conférence internationale francophone sur l'Extraction et Gestion de Connaissances (EGC 2011), Jan 2011, Brest, France. 6 p., online Conference papers hal-00560747v1
	Polsar Radarsat-2 Satellite Image Time Series Mining Over the Chamonix Mont-Blanc Test Site Andreea Julea , Fernanda Ledo , Nicolas Méger , Emmanuel Trouvé , Philippe Bolon IGARSS 2011 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2011, Vancouver, Canada. pp 1191-1194 Conference papers hal-00620881v1
	Spatio-Temporal Mining of ENVISAT SAR Interferogram Time Series over the Haiyuan Fault in China Nicolas Méger , Romain Jolivet , Cécile Lasserre , Emmanuel Trouvé , Christophe Rigotti 2011 6th International Workshop on the Analysis of Multi-temporal Remote Sensing Images (Multi-Temp), Jul 2011, Trento, Italy. 10.1109/Multi-Temp.2011.6005067, ⟨10.1109/Multi-Temp.2011.6005067⟩ Conference papers hal-00621236v1
	Extraction of Frequent Grouped Sequential Patterns from Satellite Image Time Series Andreea Julea , Nicolas Méger , Christophe Rigotti , M.-P. Doin , Cécile Lasserre IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2010., Jul 2010, Honolulu, United States. pp.4 Conference papers hal-00520601v1
	Data-Driven Prognosis Applied to Complex Vacuum Pumping Systems Florent Martin , Nicolas Méger , Sylvie Galichet , Nicolas Bécourt 23rd International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2010, Jun 2010, Cordoba, Spain. pp.468-477 Conference papers hal-00494018v1
	Episode Rule-Based Prognosis Applied to Complex Vacuum Pumping Systems Using Vibratory Data Florent Martin , Nicolas Méger , Sylvie Galichet , Nicolas Bécourt 10th Industrial Conference on Data Mining ICDM 2010, Jul 2010, Berlin, Germany. pp.376-389, ⟨10.1007/978-3-642-14400-4_29⟩ Conference papers hal-00504653v1
	Spatio-Temporal Mining of PolSAR Satellite Image Time Series Andreea Julea , Nicolas Méger , Emmanuel Trouvé , Philippe Bolon , Christophe Rigotti The 2010 European Space Agency Living Planet Symposium, Jun 2010, Bergen, Norway. pp.6 Conference papers hal-00504655v1
	On mining pixel based evolution classes in satellite image time series Andreea Julea , Nicolas Méger , Philippe Bolon The 5th Conf. on Image Information Mining : pursuing automation of geospatial intelligence for environment and security - ESA-EUSC 2008, Mar 2008, Frascati - ESRIN ESA Centre, Italy. pp.CD-ROM Conference papers hal-00520967v1
	Radiometric evolution classification in high resolution satellite image time series SITS Camille Le Men , Andreea Julea , Nicolas Méger , Mihai Datcu , Philippe Bolon The 5th Conf. on Image Information Mining : pursuing automation of geospatial intelligence for environment and security - ESA-EUSC 2008, Mar 2008, Frascati - ESRIN ESA Centre, Italy. CR-ROM 4 p Conference papers hal-00520970v1
	On Extracting Evolutions from Satellite Image Time Series Andreea Julea , Nicolas Méger , Emmanuel Trouvé , Philippe Bolon International Geoscience and Remote Sensing Symposium, 2008. IGARSS 2008. IEEE International, Jul 2008, Boston, United States. pp. 228-231, ⟨10.1109/IGARSS.2008.4780069⟩ Conference papers hal-00520961v1
	Supply chain management by means of FLM-rules Nicolas Le Normand , Julien Boissière , Nicolas Méger , Lionel Valet 12th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'08), Induction of Process Models Workshop., Sep 2008, Antwerp, Belgium. pp.29-36 Conference papers hal-00520952v1
	Sequential patterns extraction in multitemporal satellite images Andréa Julea , Nicolas Méger , Emmanuel Trouvé The 17th European Conference on Machine Learning and the 10th European Conference on Principles and Practice of Knowledge Discovery in Databases, ECML/PKDD 2006, Sep 2006, Berlin, Germany. pp.94-97 Conference papers hal-00133151v1
	On Mining METEOSAT and ERS Multitemporal Images Andréa Julea , Nicolas Méger , Emmanuel Trouvé ESA-EUSC 2006: Image Information Mining for Security and Intelligence, Nov 2006, Madrid, Spain Conference papers hal-00133152v1
	Constraint-based Mining of Episode Rules and Optimal Window Sizes Nicolas Méger , Christophe Rigotti 8th European Conference on Principles and Practice of Knowledge Discovery in Databases, Sep 2004, Pisa, Italy. pp.313-324 Conference papers hal-00494637v1
	Finding Interesting Association Rules Using Confidence Variations Artur Bykowski , Thomas Daurel , Nicolas Méger , Christophe Rigotti The International Conference on Computer, Communication and Control Technologies - CCCT'03, Aug 2003, Orlando, United States. pp. 72-84 Conference papers hal-00521031v1
	Association Maps as Integrity Constraints in Inductive Databases Artur Bykowski , Thomas Daurel , Nicolas Méger , Christophe Rigotti The First International Workshop on Inductive Databases, KDID'02, Aug 2002, Helsinki, Finland. ISBN 952-10-0638-2, pp. 61-75 Conference papers hal-00520976v1

	Utilisation des séries temporelles d’images Sentinel-1 pour l’observation des glaciers des Alpes Yajing Yan , Emmanuel Trouvé , Matthias Jauvin , Rémi Prebet , Alexandre Hippert-Ferrer PNTS 2018, Mar 2018, Grenoble, France Conference poster hal-01741918v1

	Satellite Image Time Series: mathematical models for data mining and missing data restoration Nicolas Méger , Edoardo Pasolli , Christophe Rigotti , Emmanuel Trouvé , Farid Melgani Gabriele Moser; Josiane Zerubia. Mathematical Models for Remote Sensing Image Processing, Springer International Publishing, pp.357-398, 2017, 978-3-319-66330-2. ⟨10.1007/978-3-319-66330-2⟩ Book sections hal-01567675v1
	Integrity Constraints over Association Rules Artur Bykowski , Thomas Daurel , Nicolas Méger , Christophe Rigotti Rosa Meo, Pier Luca Lanzi, Mika Klemettinen. Database Support for Data Mining Applications, Springer, pp.306-325, 2004, Lecture Notes in Computer Science, ⟨10.1007/b99016⟩ Book sections hal-00494639v1

	Method for predicting a rotation fault in the rotor of a vacuum pump and associated pumping device Nicolas Bécourt , Florent Martin , Cécile Pariset , Sylvie Galichet , Nicolas Méger Patent n° : WO 2010/149 738. 2010 Patents hal-00560629v1

	Information gain-based selection of sequential patterns extracted from partial unimodal probabilistic bases of sequences Nicolas Méger , Tuan Nguyen , Christophe Rigotti , Catherine Pothier , Emmanuel Trouvé 2024-1, Laboratoire d'Informatique, Systèmes, Traitement de l'Information et de la Connaissance (LISTIC) - Polytech Annecy-Chambéry. 2024, pp.85 Reports hal-04472843v1
	Démonstrateur d'utilisation de l'Intelligence Artificielle pour la gestion opérationnelle des risques naturels gravitaires géologiques Projet RINA Marie-Aurélie Chanut , Clara Lévy , Lucas Meignan , Muriel Gasc , Emmanuel Trouvé Cerema. 2021 Reports hal-04404146v1

	Motifs séquentiels pour la description de séries temporelles d'images satellitaires et la prévision d'événements Nicolas Méger Informatique [cs]. Université Savoie Mont Blanc, 2013 Habilitation à diriger des recherches tel-01154121v1

Nicolas Méger

Publications

Explaining the decisions and the functioning of a convolutional spatiotemporal land cover classifier with channel attention and redescription mining

On Joint Parameterizations of Linear and Nonlinear Functionals in Neural Networks

Ranking evolution maps for Satellite Image Time Series exploration: application to crustal deformation and environmental monitoring

A pattern-based method for handling confidence measures while mining satellite displacement field time series. Application to Greenland ice sheet and Alpine glaciers

Editorial

Efficient Spatiotemporal Mining of Satellite Image Time Series for Agricultural Monitoring

Forecasting Failures in a Data Stream Context - Application to Vacuum Pumping System Prognosis

EFIDIR : extraction et fusion d'informations pour la mesure de déplacements par imagerie radar

Unsupervised Spatiotemporal Mining of Satellite Image Time Series Using Grouped Frequent Sequential Patterns

Extraction de Motifs Séquentiels Fréquents sous Contraintes dans des Données Contenant des Répétitions Consécutives

Explaining a deep spatiotemporal land cover classifier with attention and redescription mining

CHANNEL-BASED ATTENTION FOR LCC USING SENTINEL-2 TIME SERIES

Contribution of Artificial Intelligence models for the management of rockfall risks

Studying Evolution of Hydrothermal Alteration Materials in the Turrialba Volcano through Multispectral and Hyperspectral Images

A pattern-based mining system for exploring Displacement Field Time Series

Finding Complementary and Reliable Patterns in Displacement Field Time Series of Alpine Glaciers

Handling coherence measures of displacement field time series: Application to Greenland ice sheet glaciers

Suivi de l'érosion par imagerie satellite et fouille de données spatio-temporelles

SITS-P2miner: Pattern-Based Mining of Satellite Image Time Series

Grouped frequent sequential patterns derived from terrestrial image time series tomonitor landslide behaviour – Application to the dynamics of the Sanières/Roche Plombée rockslide.

Swap Randomization of Bases of Sequences for Mining Satellite Image Time Series

A swap randomization approach for mining motion field time series over the Argentiere glacier

Monitoring of Tectonic Deformation by Mining Satellite Image Time Series

Iterative Summarization of Satellite Image Time Series

Connectivity constraint-based sequential pattern extraction from Satellite Image Time Series

Fouille de données spatio-temporelles appliquée aux séries d'images satellite

GFS-pattern extraction in satellite image time series: application to the monitoring of Mount Etna

Normalized Mutual Information-Based Ranking of Spatio-Temporal Localization Maps

Mining Pixel Evolutions in Satellite Image Time Series for Agricultural Monitoring

FLM-rule-based prognosis

Polsar Radarsat-2 Satellite Image Time Series Mining Over the Chamonix Mont-Blanc Test Site

Spatio-Temporal Mining of ENVISAT SAR Interferogram Time Series over the Haiyuan Fault in China

Extraction of Frequent Grouped Sequential Patterns from Satellite Image Time Series

Data-Driven Prognosis Applied to Complex Vacuum Pumping Systems

Episode Rule-Based Prognosis Applied to Complex Vacuum Pumping Systems Using Vibratory Data

Spatio-Temporal Mining of PolSAR Satellite Image Time Series

On mining pixel based evolution classes in satellite image time series

Radiometric evolution classification in high resolution satellite image time series SITS

On Extracting Evolutions from Satellite Image Time Series

Supply chain management by means of FLM-rules

Sequential patterns extraction in multitemporal satellite images

On Mining METEOSAT and ERS Multitemporal Images

Constraint-based Mining of Episode Rules and Optimal Window Sizes

Finding Interesting Association Rules Using Confidence Variations

Association Maps as Integrity Constraints in Inductive Databases

Utilisation des séries temporelles d’images Sentinel-1 pour l’observation des glaciers des Alpes

Satellite Image Time Series: mathematical models for data mining and missing data restoration

Integrity Constraints over Association Rules

Method for predicting a rotation fault in the rotor of a vacuum pump and associated pumping device

Information gain-based selection of sequential patterns extracted from partial unimodal probabilistic bases of sequences

Démonstrateur d'utilisation de l'Intelligence Artificielle pour la gestion opérationnelle des risques naturels gravitaires géologiques Projet RINA

Motifs séquentiels pour la description de séries temporelles d'images satellitaires et la prévision d'événements