Nicolas Méger

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Publications

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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 et al.

ISPRS Journal of Photogrammetry and Remote Sensing, 2024, 215, pp.256-270. ⟨10.1016/j.isprsjprs.2024.06.021⟩

Article dans une revue hal-04650672v1
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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⟩

Article dans une revue (article de synthèse) hal-03115681v3
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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 et al.

Data Mining and Knowledge Discovery, 2019, 33 (1), pp.131-167. ⟨10.1007/s10618-018-0591-9⟩

Article dans une revue hal-01898015v1
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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 et al.

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018, 11 (11), pp.4390 - 4402. ⟨10.1109/JSTARS.2018.2874499⟩

Article dans une revue hal-01912708v1

Editorial

Nicolas Méger

T. Mass-Data Analysis of Images and Signals, 2013, 5 (1), pp.1

Article dans une revue hal-01066024v1

Efficient Spatiotemporal Mining of Satellite Image Time Series for Agricultural Monitoring

Andreea Julea , Nicolas Méger , Christophe Rigotti , Emmanuel Trouvé , Romain Jolivet et al.

Transactions on Machine Learning and Data Mining, 2012, 5 (1), pp.23-44

Article dans une revue 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

Article dans une revue hal-00748129v1

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

Andreea Julea , Nicolas Méger , Philippe Bolon , Christophe Rigotti , Marie-Pierre Doin et al.

IEEE Transactions on Geoscience and Remote Sensing, 2011, 49 (4), pp.1417-1430. ⟨10.1109/TGRS.2010.2081372⟩

Article dans une revue hal-00596806v1

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 et al.

Traitement du Signal, 2011, 28 (3-4), pp.375-416. ⟨10.3166/ts.28.375-416⟩

Article dans une revue istex hal-00646032v1

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

Article dans une revue hal-00494640v1
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Rockfall Forecasting using Ensemble Deep Learning and Temporal Gradient-Based Explanations

Sabrine Bouaziz , Christophe Lin-Kwong-Chon , David Amitrano , Nicolas Méger

International Conference on Data Mining (ICDM), Workshop of Artificial Intelligence for Time Series Analysis (AI4TS): Theory, Algorithms, and Applications, IEEE, Nov 2025, Washington, D.C., United States

Communication dans un congrès hal-05311348v1

L’espace latent de l’IA, lieu d’entre-espaces mémoriels sensibles dans l’œuvre « Chromatopsy Forest »

Carole Brandon , Nicolas Méger

In and Out / Out and In, 7ème colloque international TEXTE [S-oN] IMAGE, Khaldoun ZREIK, Paragraphe, Université Paris 8 | CY Cergy-Paris Université; Marc VEYRAT, Paragraphe, Université Paris 8 | CY Cergy-Paris Université; Mehdi ZOUAK, INBA, Institut National des Beaux-Arts Tétouan, Nov 2024, Tetouan, Maroc

Communication dans un congrès hal-04878860v1

l’espace latent de l’IA, entre-espaces vibratoires dans l’oeuvre « Chromatopsy Forest »

Carole Brandon , Nicolas Méger

La création au-delà de l’humain : métabolisme •spéculatif entre arts et sciences, Edwige Armand, Université Eiffel, Paris; Camille Prunet, Université Toulouse, Jun 2024, Toulouse et Québec, France

Communication dans un congrès hal-04878421v1
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Explaining a deep spatiotemporal land cover classifier with attention and redescription mining

N. Méger , H. Courteille , A Benoit , A. Atto , Dino Ienco

24. ISPRS Congress (ISPRS 2022), Jun 2022, Nice, France. pp.673-680, ⟨10.5194/isprs-archives-XLIII-B3-2022-673-2022⟩

Communication dans un congrès hal-03694444v1

Contribution of Artificial Intelligence models for the management of rockfall risks

Marie-aurélie Chanut , Clara Lévy , Lucas Meignan , Muriel Gasc-Barbier , Sylvie Galichet et al.

5th RSS Rock Slope Stability Symposium, Nov 2021, Chambéry, France

Communication dans un congrès hal-03736583v1
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CHANNEL-BASED ATTENTION FOR LCC USING SENTINEL-2 TIME SERIES

Hermann Courteille , A Benoit , N Méger , A Atto , Dino Ienco

IGARSS 2021 - 2021 IEEE International Geoscience and Remote Sensing Symposium, IEEE, Jul 2021, Brussels, Belgium. pp.1077-1080, ⟨10.1109/IGARSS47720.2021.9554205⟩

Communication dans un congrès hal-03182049v1

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 et al.

International Society for Photogrammetry and Remote Sensing Congress, 2020, Nice, France. 6 p., ⟨10.5194/isprs-archives-XLIII-B2-2020-1259-2020⟩

Communication dans un congrès hal-03091306v1
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A pattern-based mining system for exploring Displacement Field Time Series

Tuan Nguyen , Nicolas Méger , Christophe Rigotti , Catherine Pothier , Noel Gourmelen et al.

19th IEEE International Conference on Data Mining (ICDM) Demo, Nov 2019, Beijing, China. pp.1110-1113, ⟨10.1109/ICDMW.2019.00165⟩

Communication dans un congrès hal-02361793v1
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Finding Complementary and Reliable Patterns in Displacement Field Time Series of Alpine Glaciers

Tuan Nguyen , Nicolas Méger , Christophe Rigotti , Catherine Pothier , Emmanuel Trouvé et al.

IGARSS 2018 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2018, Valencia, Spain. pp.4213-4216, ⟨10.1109/igarss.2018.8518969⟩

Communication dans un congrès 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 et al.

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⟩

Communication dans un congrès hal-01591461v1

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 et al.

Geophysical Research Abstracts - EGU General Assembly 2016, Apr 2016, Vienna, Austria. pp.1-1

Communication dans un congrès hal-01306556v1

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

Communication dans un congrès 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⟩

Communication dans un congrès hal-01367996v1

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

Youen Pericault , Catherine Pothier , Nicolas Meger , Christophe Rigotti , Flavien Vernier et al.

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⟩

Communication dans un congrès hal-01237206v1

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

Communication dans un congrès hal-01200674v1

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

Communication dans un congrès hal-01091940v1
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Monitoring of Tectonic Deformation by Mining Satellite Image Time Series

Christophe Rigotti , Felicity Lodge , Nicolas Méger , Catherine Pothier , Romain Jolivet et al.

Reconnaissance de Formes et Intelligence Artificielle (RFIA) 2014, Jun 2014, Rouen, France. pp.1-6

Communication dans un congrès hal-00988907v1

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

Communication dans un congrès 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

Communication dans un congrès 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 et al.

Atelier Mesure de Déformations par Imagerie Spatiale, Oct 2013, Autrans, France. pp.1-1

Communication dans un congrès hal-01339287v1

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

Nicolas Meger , Christophe Rigotti , Lionel Gueguen , Felicity Lodge , Catherine Pothier et al.

8th European Spatial Agency (ESA) - EUSC - JRC Conference on Image Information Mining, Oct 2012, Oberpfaffenhofen, Germany. pp.11-14

Communication dans un congrès hal-01353105v1

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

Communication dans un congrès hal-00560747v1

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 et al.

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⟩

Communication dans un congrès hal-00621236v1

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 et al.

IGARSS 2011 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2011, Vancouver, Canada. pp 1191-1194

Communication dans un congrès hal-00620881v1

Mining Pixel Evolutions in Satellite Image Time Series for Agricultural Monitoring

Andreea Julea , Nicolas Méger , Christophe Rigotti , Emmanuel Trouvé , Philippe Bolon et al.

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⟩

Communication dans un congrès istex hal-00620882v1

Extraction of Frequent Grouped Sequential Patterns from Satellite Image Time Series

Andreea Julea , Nicolas Méger , Christophe Rigotti , M.-P. Doin , Cécile Lasserre et al.

IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2010., Jul 2010, Honolulu, United States. pp.4

Communication dans un congrès hal-00520601v1

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⟩

Communication dans un congrès istex hal-00504653v1

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

Communication dans un congrès hal-00494018v1

Spatio-Temporal Mining of PolSAR Satellite Image Time Series

Andreea Julea , Nicolas Méger , Emmanuel Trouvé , Philippe Bolon , Christophe Rigotti et al.

The 2010 European Space Agency Living Planet Symposium, Jun 2010, Bergen, Norway. pp.6

Communication dans un congrès hal-00504655v1

Radiometric evolution classification in high resolution satellite image time series SITS

Camille Le Men , Andreea Julea , Nicolas Méger , Mihai Datcu , Philippe Bolon et al.

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

Communication dans un congrès hal-00520970v1

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

Communication dans un congrès hal-00520967v1

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⟩

Communication dans un congrès 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

Communication dans un congrès 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

Communication dans un congrès 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

Communication dans un congrès 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

Communication dans un congrès 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

Communication dans un congrès 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

Communication dans un congrès hal-00520976v1

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⟩

Chapitre d'ouvrage 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⟩

Chapitre d'ouvrage hal-00494639v1