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Analyse exploratoire par k-Coclustering avec Khiops CoViz

Bruno Guerraz , Marc Boullé , Dominique Gay , Vincent Lemaire , Fabrice Clérot et al.
16ème Journées Francophones Extraction et Gestion des Connaissances, EGC 2016, Jan 2016, Reims, France. pp.493--498
Conference papers hal-01464483v1

A clustering-based visualization of colocation patterns

Elise Desmier , Frédéric Flouvat , Dominique Gay , Nazha Selmaoui-Folcher
15th International Database Engineering and Applications Symposium (IDEAS 2011), Sep 2011, Lisbonne, Portugal. pp.70--78
Conference papers hal-01464494v1

Visualisation de motifs spatiaux dans un SIG

Nazha Selmaoui-Folcher , Frédéric Flouvat , Dominique Gay
Revue des Nouvelles Technologies de l'Information, 2010, Apprentissage et Visualisation, RNTI-A-4, pp.30--52
Journal articles hal-01464497v1

Un nouveau cadre de travail pour la classification associative dans les données aux classes disproportionnées

Dominique Gay , Loïc Cerf , Nazha Selmaoui-Folcher , Jean-François Boulicaut
Actes des 17ème Rencontres de la Société Francophone de Classification SFC'10, Jun 2010, Saint Denis de la Réunion, France. pp.47-50
Conference papers hal-01381485v1

Feature Extraction over Multiple Representations for Time Series Classification

Dominique Gay , Romain Guigourès , Marc Boullé , Fabrice Clérot
New Frontiers in Mining Complex Patterns - Second International Workshop, NFMCP 2013, Held in Conjunction with ECML-PKDD 2013, Sep 2013, Prague, Czech Republic. pp.18--34
Conference papers hal-01464489v1

Feature construction based on closedness properties is not that simple

Dominique Gay , Nazha Selmaoui-Folcher , Jean-François Boulicaut
Advances in Knowledge Discovery and Data Mining, 12th Pacific-Asia Conference, PAKDD 2008, May 2008, Osaka, Japan. pp.112--123
Conference papers hal-01464499v1

Une approche Bayésienne pour l’apprentissage de règles séquentielles de classification

Elias Egho , Dominique Gay , Nicolas Voisine , Marc Boullé , Fabrice Clérot et al.
Plateforme de l'Intelligence Artificielle - Applications Pratiques de l'Intelligence Artificielle (PFIA'15), Jul 2015, Rennes, France
Conference papers hal-01464484v1

Spatial Pattern Mining for Soil Erosion Characterization

Nazha Selmaoui-Folcher , Frédéric Flouvat , Dominique Gay , Isabelle Rouet
International Journal of Agricultural and Environmental Information Systems (IJAEIS), 2011, 2 (2), pp.73--92
Journal articles hal-01464492v1

Vers une extraction et une visualisation des co-localisations adaptées aux experts

Frédéric Flouvat , Nazha Selmaoui-Folcher , Dominique Gay
Extraction et gestion des connaissances (EGC'2010), Jan 2010, Hammamet, Tunisie. pp.441--452
Conference papers hal-01464496v1
Image document

Calcul de motifs sous contraintes pour la classification supervisée

Dominique Gay
Interface homme-machine [cs.HC]. Université de Nouvelle Calédonie; INSA de Lyon, 2009. Français. ⟨NNT : 2009NCAL0044⟩
Theses tel-00516706v1

Pattern-based Decision Tree Construction

Dominique Gay , Nazha Selmaoui-Folcher , Jean-François Boulicaut
2nd International Conference on Digital Information Management ICDIM'07, Oct 2007, Lyon, France. pp.291--296
Conference papers hal-01464501v1
Image document

Parameter-free classification in multi-class imbalanced data sets

Loic Cerf , Dominique Gay , Nazha Selmaoui-Folcher , Bruno Crémilleux , Jean-François Boulicaut et al.
Data and Knowledge Engineering, 2013, 87 (9), pp.109-129. ⟨10.1016/j.datak.2013.06.001⟩
Journal articles hal-01024631v1

Clustering de séquences d'évènements temporels

Romain Guigourès , Dominique Gay , Marc Boullé , Fabrice Clérot
Extraction et gestion des connaissances (EGC'2014), Jan 2014, Rennes, France
Conference papers hal-01464487v1

Constrained colocation mining: application to soil erosion characterization

Frédéric Flouvat , Nazha Selmaoui-Folcher , Dominique Gay , Isabelle Rouet , Chloé Grison et al.
2010 ACM Symposium on Applied Computing (SAC), Mar 2010, Sierre, Switzerland. pp.1054--1059
Conference papers hal-01464495v1

A Parameter-Free Associative Classification Method

Loïc Cerf , Dominique Gay , Nazha Selmaoui-Folcher , Jean-François Boulicaut
Data Warehousing and Knowledge Discovery, 10th International Conference, DaWaK 2008, Sep 2008, Turin, Italy. pp.293--304
Conference papers hal-01464500v1

TESS: Temporal Event Sequence Summarization

Dominique Gay , Romain Guigourès , Marc Boullé , Fabrice Clérot
IEEE International Conference on Data Science and Advanced Analytics (DSAA'15), Oct 2015, Paris, France
Conference papers hal-01464485v1

Khiops CoViz: A Tool for Visual Exploratory Analysis of k-Coclustering Results

Marc Boullé , Dominique Gay , Fabrice Clérot , Bruno Guerraz
Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2014, Sep 2014, Nancy, France. pp.444--447
Conference papers hal-01464486v1

Construction de descripteurs pour classer à partir d'exemples bruités

Nazha Selmaoui-Folcher , Dominique Gay , Jean-François Boulicaut
Actes des 9ème journées Extraction et Gestion de Connaissances EGC'09, RNTI-E-15, Jan 2009, Strasbourg, France. pp.91-102
Conference papers hal-01437615v1
Image document

A parameter-free approach for mining robust sequential classification rules

Elias Egho , Dominique Gay , Marc Boullé , Nicolas Voisine , Fabrice Clérot et al.
IEEE International Conference on Data Mining, 2015, Atlantic City, United States. ⟨10.1109/ICDM.2015.87⟩
Conference papers hal-01395002v1
Image document

Country-scale Exploratory Analysis of Call Detail Records through the Lens of Data Grid Models

Romain Guigourès , Dominique Gay , Marc Boullé , Fabrice Clérot , Fabrice Rossi et al.
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2015, Porto, Portugal. ⟨10.1007/978-3-319-23461-8_3⟩
Conference papers hal-01261122v1

Moodleboard: Dynamic and Interactive Indicators for Teachers and Pedagogical Engineers

Véronique Sébastien , Didier Sébastien , Ilias Timol , Dominique Gay , Alain Cucchi et al.
2019 Conference on Next Generation Computing Applications (NextComp), Sep 2019, Mauritius, France. pp.1-5, ⟨10.1109/NEXTCOMP.2019.8883651⟩
Conference papers hal-02877263v1

FEARS: a Feature and Representation Selection approach for Time Series Classification

Alexis Bondu , Dominique Gay , Vincent Lemaire , Marc Boullé , Eole Cervenka et al.
The Eleventh Asian Conference on Machine Learning, Nov 2019, Nagoya, Japan
Conference papers hal-02877273v1
Image document

Prédiction des adventices de la canne à sucre à La Réunion : une approche par apprentissage supervisé multi-labels

Frédérick Fabre Ferber , Thomas Le Bourgeois , Marion Schwartz , Aude Ripoche , Dominique Gay et al.
22ème conférence Extraction et Gestion des Connaissances (EGC), Jan 2022, Blois, France.
Poster communications hal-03573021v1

Un critère Bayésien pour évaluer la robustesse des règles de classification

Dominique Gay , Marc Boullé
Extraction et gestion des connaissances (EGC'2011), Jan 2011, Brest, France. pp.539--550
Conference papers hal-01464493v1
Image document

Country-Scale Exploratory Analysis of Call Detail Records Through the Lens of Data Grid Models

Romain Guigourès , Dominique Gay , Marc Boullé , Fabrice Clérot , Fabrice Rossi et al.
European Conference, ECML PKDD 2015, Sep 2015, Porto, Portugal. pp.37 - 52, ⟨10.1007/978-3-319-23461-8_3⟩
Conference papers hal-01468083v1
Image document

Should we reload Time Series Classification Performance Evaluation ? (a position paper)

Dominique Gay , Vincent Lemaire
3rd ECML/PKDD Workshop on Advanced Analytics and Learning on Temporal Data, Sep 2018, Dublin, Ireland
Conference papers hal-01911980v1

MiSeRe-Hadoop: A Large-Scale Robust Sequential Classification Rules Mining Framework

Elias Egho , Dominique Gay , Romain Trinquart , Marc Boullé , Nicolas Voisine et al.
Big Data Analytics and Knowledge Discovery - 19th International Conference, DaWaK 2017, Aug 2017, Lyon, France. pp.105-119
Conference papers hal-01816471v1

A user parameter-free approach for mining robust sequential classification rules

Elias Egho , Dominique Gay , Marc Boullé , Nicolas Voisine , Fabrice Clérot et al.
Knowledge and Information Systems, 2017, 52 (1), pp.53-81. ⟨10.1007/s10115-016-1002-4⟩
Journal articles hal-01816470v1

Application-Independent Feature Construction Based onAlmost-Closedness Properties

Dominique Gay , Nazha Selmaoui-Folcher , Jean-François Boulicaut
Knowledge and Information Systems (KAIS), 2011, 30, pp.87-111
Journal articles hal-01354374v1

Application-independent feature construction from noisy samples

Dominique Gay , Nazha Selmaoui-Folcher , Jean-François Boulicaut
Proc. 13th Pacific-Asia Conference on Knowledge Discovery and Data Mining PaKDD'09, Apr 2009, Bangkok, Thailand. pp.965-972, ⟨10.1007/978-3-642-01307-2_102⟩
Conference papers hal-01437621v1