Christophe Marsala

Bernadette Bouchon-Meunier, Marie-Jeanne Lesot, Christophe Marsala. Lotfi A. Zadeh, the visionary in Explainable Artificial Intelligence. TWMS J. Pure Applied Math, 2021, 12 (1), pp.5-13. ⟨hal-03210198⟩

Bernadette Bouchon-Meunier, Christophe Marsala. Entropy and monotonicity in artificial intelligence. International Journal of Approximate Reasoning, Elsevier, 2020, 124, pp.111-122. ⟨10.1016/j.ijar.2020.04.008⟩. ⟨hal-02870542⟩

Arthur Guillon, Marie-Jeanne Lesot, Christophe Marsala. A proximal framework for fuzzy subspace clustering. Fuzzy Sets and Systems, Elsevier, 2019, 366, pp.34-45. ⟨10.1016/j.fss.2018.06.006⟩. ⟨hal-01910359⟩

Khalil Laghmari, Christophe Marsala, Mohammed Ramdani. An adapted incremental graded multi-label classification model for recommendation systems. Progress in Artificial Intelligence, Springer, 2017, ⟨10.1007/s13748-017-0133-5⟩. ⟨cirad-01577274⟩

Christophe Marsala, Davide Petturiti. Rank discrimination measures for enforcing monotonicity in decision tree induction. Information Sciences, Elsevier, 2015, 291, pp.143-171. ⟨10.1016/j.ins.2014.08.045⟩. ⟨hal-01185359⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Fuzzy data mining and management of interpretable and subjective information. Fuzzy Sets and Systems, Elsevier, 2015, 281, pp.252-259. ⟨10.1016/j.fss.2015.08.021⟩. ⟨hal-01198847⟩

Bernadette Bouchon-Meunier, Marie-Jeanne Lesot, Christophe Marsala. Modeling and management of subjective information in a fuzzy setting. International Journal of General Systems, Taylor & Francis, 2013, 42 (1), pp.3-19. ⟨10.1080/03081079.2012.710435⟩. ⟨hal-01172706⟩

Jean-René Coffi, Christophe Marsala, Nicolas Museux. Adaptive complex event processing for harmful situation detection. Evolving Systems, Springer-Verlag, 2012, 3 (3), pp.167-177. ⟨10.1007/s12530-012-9052-7⟩. ⟨hal-01172708⟩

Jiang Bu, Song-yang Lao, Liang Bai, Sabrina Tollari, Christophe Marsala. A Real-time Billboard Trademark Recognition Algorithm in Sports Video. Acta Automatica Sinica, 2011, 37 (4), pp.418-426. ⟨10.3724/SP.J.1004.2011.00418⟩. ⟨hal-01172509⟩

Sabrina Tollari, Marcin Detyniecki, Ali Fakeri-Tabrizi, Christophe Marsala, Massih-Reza Amini, et al.. Exploitation du contenu visuel pour améliorer la recherche textuelle d'images en ligne. Document Numérique, Lavoisier, 2010, 13 (1), pp.187-209. ⟨10.3166/dn.13.1.187-209⟩. ⟨hal-01172416⟩

Marcin Detyniecki, Christophe Marsala. Automatic Video Annotation with Forests of Fuzzy Decision Trees. Mathware & soft computing, RACO, 2008, 15 (1), pp.61-74. ⟨hal-01170734⟩

Alain Lurie, Christophe Marsala, Sarah Hartley, Bernadette Bouchon-Meunier, Daniel Dusser. Patients' perception of asthma severity. Respiratory Medicine, Elsevier, 2007, 101 (10), pp.2145-2152. ⟨10.1016/j.rmed.2007.05.027⟩. ⟨hal-01172264⟩

Bernadette Bouchon-Meunier, Radko Mesiar, Christophe Marsala, Maria Rifqi. Compositional rule of inference as an analogical scheme. Fuzzy Sets and Systems, Elsevier, 2003, 138 (1), pp.53-65. ⟨10.1016/S0165-0114(02)00567-5⟩. ⟨hal-01184931⟩

Bernadette Bouchon-Meunier, Giulianella Coletti, Christophe Marsala. Independence and possibilistic conditioning. Annals of Mathematics and Artificial Intelligence, Springer Verlag, 2002, 35 (1-4), pp.107-123. ⟨10.1023/A:1014579015954⟩. ⟨hal-01184255⟩

Christophe Marsala. Fuzzy decision trees to help flexible querying.. Kybernetika, Institute of Information Theory and Automation, 2000, 36 (6), pp.689-705. ⟨hal-01184457⟩

Olivier Gascuel, Bernadette Bouchon-Meunier, Gilles Caraux, Patrick Gallinari, Alain Guénoche, et al.. Twelve numerical, symbolic and hybrid supervised classification methods. International Journal of Pattern Recognition and Artificial Intelligence, World Scientific Publishing, 1998, 12 (5), pp.517-572. ⟨10.1142/S0218001498000336⟩. ⟨hal-01184805⟩

Jérémie Pantin, Christophe Marsala, Marie-Jeanne Lesot. Analyse de Données Aberrantes pour le Texte: Taxonomie et Étude Expérimentale. Extraction et Gestion des Connaissances - EGC'2022, Jan 2022, Blois, France. pp.15-26. ⟨hal-03635811⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Explainable Fuzzy Interpolative Reasoning. IEEE World Congress on Computational Intelligence, Jul 2022, Padova, Italy. ⟨hal-03679646⟩

Christophe Marsala. Attribute Ranking with Bipolar Information. Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU'2022), Jul 2022, Milan, Italy. ⟨hal-03679648⟩

Christophe Marsala. Building Intuitionistic Fuzzy Sets in Machine Learning. The 13th International Workshop on Fuzzy Logic and Applications, Dec 2021, Vietri sul Mare, Italy. ⟨hal-03504183⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Interpretable monotonicities for entropies of intuitionistic fuzzy sets or interval-valued fuzzy sets. 12th Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT'21), Sep 2021, Bratislava, Slovakia. pp.48-54, ⟨10.2991/asum.k.210827.007⟩. ⟨hal-03283810⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Interprétabilité des entropies d'ensembles flous intuitionnistes ou définis par intervalles. 29ème rencontres francophones sur la logique floue et ses applications, Oct 2020, Sète, France. pp.141-147. ⟨hal-02971226⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Polar Representation of Bipolar Information: A Case Study to Compare Intuitionistic Entropies. 18th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU'2020), Jun 2020, Lisboa, Portugal. pp.107-116, ⟨10.1007/978-3-030-50146-4_9⟩. ⟨hal-02870532⟩

Thibault Laugel, Marie-Jeanne Lesot, Christophe Marsala, Marcin Detyniecki. Issues with post-hoc counterfactual explanations: a discussion. ICML Workshop on Human in the Loop Learning (HILL 2019), Jun 2019, Long Beach, United States. ⟨hal-02275332⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Entropies et ensembles flous intuitionnistes. Rencontres Francophones sur la Logique Floue et ses Applications (LFA'2019), Nov 2019, Alès, France. pp.143-148. ⟨hal-02407655⟩

Daniel Isozo Machanje, Joseph Onderi Orero, Christophe Marsala. Distress Recognition from Speech Analysis: A Pairwise Association Rules-Based Approach. IEEE Symposium Series on Computational Intelligence (SSCI) - Computational Intelligence for Engineering Solutions (CIES), Dec 2019, Xiamen, China. ⟨10.1109/SSCI44817.2019.9002972⟩. ⟨hal-02407488⟩

Thibault Laugel, Marie-Jeanne Lesot, Christophe Marsala, Xavier Renard, Marcin Detyniecki. Unjustified Classification Regions and Counterfactual Explanations In Machine Learning. Machine Learning and Knowledge Discovery in Databases. ECML PKDD 2019, Sep 2019, Würzburg, Germany. pp.37-54, ⟨10.1007/978-3-030-46147-8_3⟩. ⟨hal-02275348⟩

Iwo Doboszewski, Simon Fossier, Christophe Marsala. Data Driven Detection of Railway Point Machines Failures. IEEE Symposium Series on Computational Intelligence (SSCI) - Computational Intelligence in Vehicles and Transportation Systems (CIVTS), Dec 2019, Xiamen, China. pp.1233-1240. ⟨hal-02407540⟩

Thibault Laugel, Marie-Jeanne Lesot, Christophe Marsala, Xavier Renard, Marcin Detyniecki. The Dangers of Post-hoc Interpretability: Unjustified Counterfactual Explanations. Twenty-Eighth International Joint Conference on Artificial Intelligence , Aug 2019, Macao, Macau SAR China. pp.2801-2807, ⟨10.24963/ijcai.2019/388⟩. ⟨hal-02275308⟩

Xavier Renard, Thibault Laugel, Marie-Jeanne Lesot, Christophe Marsala, Marcin Detyniecki. Detecting Potential Local Adversarial Examples for Human-Interpretable Defense. Workshop on Recent Advances in Adversarial Learning (Nemesis) of the European Conference on Machine Learning and Principles of Practice of Knowledge Discovery in Databases (ECML-PKDD), Sep 2018, Dublin, Ireland. ⟨hal-01905948⟩

Christophe Marsala, Anne Laurent, Marie-Jeanne Lesot, Maria Rifqi, Arnaud Castelltort. OSACA: Découverte d'attributs symboliques ordinaux. LFA: Logique Floue et ses Application, Nov 2018, Arras, France. pp.43-50. ⟨hal-01917965⟩

Iwo Doboszewski, Simon Fossier, Christophe Marsala. Extraction de connaissances sur les défaillances de compteurs d'essieux. 18eme Conférence internationale sur l'extraction et la gestion des connaissances (EGC), Jan 2018, Paris, France. pp.311-316. ⟨hal-01914453⟩

Christophe Marsala, Anne Laurent, Marie-Jeanne Lesot, Maria Rifqi, Arnaud Castelltort. Discovering Ordinal Attributes Through Gradual Patterns, Morphological Filters and Rank Discrimination Measures. SUM: Scalable Uncertainty Management, Oct 2018, Milan, Italy. pp.152-163, ⟨10.1007/978-3-030-00461-3_11⟩. ⟨lirmm-01893238⟩

Thibault Laugel, Marie-Jeanne Lesot, Christophe Marsala, Xavier Renard, Marcin Detyniecki. Comparison-based Inverse Classification for Interpretability in Machine Learning. 17th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2018), Jun 2018, Cadix, Spain. pp.100-111, ⟨10.1007/978-3-319-91473-2_9⟩. ⟨hal-01905982⟩

Thibault Laugel, Xavier Renard, Marie-Jeanne Lesot, Christophe Marsala, Marcin Detyniecki. Defining Locality for Surrogates in Post-hoc Interpretablity. Workshop on Human Interpretability for Machine Learning (WHI) - International Conference on Machine Learning (ICML), Jul 2018, Stockholm, Sweden. ⟨hal-01905924⟩

Bernadette Bouchon-Meunier, Christophe Marsala. Entropy and Monotonicity. Information Processing and Management of Uncertainty in Knowledge-Based Systems - IPMU'18, Jun 2018, Cadix, Spain. ⟨hal-01784820⟩

Arthur Guillon, Marie-Jeanne Lesot, Christophe Marsala. Régularisation laplacienne pour le subspace clustering. Rencontres Francophones sur la Logique Floue et ses Applications (LFA), Nov 2018, Arras, France. pp.69-76. ⟨hal-01917976⟩

Wenlu yang, Maria Rifqi, Christophe Marsala, Andrea Pinna. Physiological-Based Emotion Detection and Recognition in a Video Game Context. IEEE International Joint Conference on Neural Networks (IJCNN), Jul 2018, Rio, Brazil. pp.194-201. ⟨hal-01784795⟩

François Meunier, Christophe Marsala, Laurent Castanié. Mining 3D-Structures: Subparts Extraction and Transfer Learning. IEEE International Conference on Systems, Man, and Cybernetics (SMC'2018), Oct 2018, Miyazaki, Japan. ⟨hal-01855420⟩

Orlando Chuquimia, Andrea Pinna, Christophe Marsala, Xavier Dray, Bertrand Granado. FPGA-based Real Time Embedded Hough Transform Architecture for circles detection. DASIP 2018 - Conference on Design and Architectures for Signal and Image Processing, Oct 2018, Porto, Portugal. ⟨hal-01943893⟩

Daniel Isozo Machanje, Joseph Orero, Christophe Marsala. A 2D-Approach Towards the Detection of Distress Using Fuzzy K-Nearest Neighbor. Information Processing and Management of Uncertainty in Knowledge-Based Systems. Theory and Foundations. IPMU 2018, Jun 2018, Cadix, Spain. pp.762-773, ⟨10.1007/978-3-319-91473-2_64⟩. ⟨hal-01910366⟩

Wenlu yang, Maria Rifqi, Christophe Marsala, Andrea Pinna. Towards Better Understanding of Player's Game Experience. ACM International Conference on Multimedia Retrieval, Jun 2018, Yokohama, Japan. pp.442-449, ⟨10.1145/3206025.3206072⟩. ⟨hal-01784787⟩

Pierre-Xavier Loeffel, Albert Bifet, Christophe Marsala, Marcin Detyniecki. Droplet Ensemble Learning on Drifting Data Streams. Intelligent Data Analysis, Oct 2017, Londres, United Kingdom. pp.210-222. ⟨hal-01564121⟩

François Meunier, Christophe Marsala, Laurent Castanie, Bruno Conche. Classification d'objets 3D par extraction de sous-parties discriminantes pour l'étude du sous-sol en prospection pétrolière. Extraction et Gestion des Connaissances, Jan 2017, Grenoble, France. pp.225-236. ⟨hal-01464426⟩

François Meunier, Christophe Marsala, Cyril de Runz, Laurent Castanié. Sélection d'attributs pour la classification d'objets 3D. 26èmes Rencontres Francophones sur la Logique Floue et ses Applications (LFA'2017), Oct 2017, Amiens, France. pp.83-90. ⟨hal-01627024⟩

Christophe Marsala, Maria Rifqi. Fuzzy Decision Tree and Fuzzy Gradual Decision Tree: Application to Job Satisfaction. 2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Jul 2017, Napoli, Italy. pp.1-6, ⟨10.1109/FUZZ-IEEE.2017.8015740⟩. ⟨hal-01555255⟩

Khalil Laghmari, Christophe Marsala, Mohammed Ramdani. Classification multi-labels graduée: Apprendre les relations entre les labels ou limiter la propagation d'erreur ?. Extraction et Gestion de Connaissances, Jan 2017, Grenoble, France. ⟨hal-01475683⟩

Arthur Guillon, Marie-Jeanne Lesot, Christophe Marsala. Laplacian Regularization For Fuzzy Subspace Clustering. IEEE International Conference on Fuzzy Systems (FuzzIEEE'17), Jul 2017, Napoli, Italy. ⟨hal-01555271⟩

Khalil Laghmari, Christophe Marsala, Mohammed Ramdani. A Distributed Recommender System Based on Graded Multi-label Classification. International Conference on Networked Systems, May 2017, Marrakech, Morocco. pp.101-108, ⟨10.1007/978-3-319-59647-1_8⟩. ⟨cirad-01577277⟩

François Meunier, Christophe Marsala, Laurent Castanié. 3DRESC-TF : Apprentissage par transfert pour la réutilisation de connaissances en classification d'objets 3D. Conférence Nationale sur les Applications Pratiques de l’Intelligence Artificielle, Jul 2017, Caen, France. ⟨hal-01561517⟩

Pierre-Xavier Loeffel, Vincent Lemaire, Christophe Marsala, Marcin Detyniecki. Improving the Prediction Cost of Drift Handling Algorithms by Abstaining. IEEE International Conference on Data Mining (ICDM 2016), Dec 2016, Barcelone, Spain. ⟨hal-01429068⟩

Wenlu yang, Christophe Marsala, Andrea Pinna, Maria Rifqi, Patrick Garda. Arbres de décision flous adaptatifs. 25e rencontres francophones sur la logique floue et ses applications (LFA), Nov 2016, La Rochelle, France. ⟨hal-01439389⟩

Pierre-Xavier Loeffel, Christophe Marsala, Marcin Detyniecki. Memory management for data streams subject to concept drift. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Apr 2016, Bruges, Belgium. ⟨hal-01340498⟩

Arthur Guillon, Marie-Jeanne Lesot, Christophe Marsala, Nikhil R. Pal. Proximal Optimization for Fuzzy Subspace Clustering. 16th International Conference on Information processing and Management of Uncertainty (IPMU 2016), Jun 2016, Eindhoven, Netherlands. pp.675-686, ⟨10.1007/978-3-319-40596-4_56⟩. ⟨hal-01364652⟩

Wenyi Xu, Christophe Marsala. Personalized Search in Smart Indoor Environments: Combining a Formal Location Model, User Preferences and Semantic Similarity. IEEE World Congress on Computational Intelligence (WCCI'2016), Jul 2016, Vancouver, Canada. pp.1768-1775. ⟨hal-01303037⟩

Arthur Guillon, Marie-Jeanne Lesot, Christophe Marsala. Optimisation proximale pour le subspace clustering flou. 25e Rencontres francophones sur la Logique Floue et ses Applications, Nov 2016, La Rochelle, France. ⟨hal-01364699⟩

Khalil Laghmari, Christophe Marsala, Mohammed Ramdani. Graded multi-label classification: compromise between handling label relations and limiting error propagation. SITA 2016 - 11th International Conference on Intelligent Systems: Theories and Applications, Oct 2016, Mohammadia, Morocco. pp.1-6, ⟨10.1109/SITA.2016.7772258⟩. ⟨hal-01413694⟩

François Meunier, Christophe Marsala, Laurent Castanié. Heat Kernel Signature pour la sélection et la classification d'objets - application aux géo-modèles 3D. La 5ème édition des journées « Big Data Mining and Visualization », Jun 2016, Metz, France. ⟨hal-01368249⟩

Khalil Laghmari, Mohammed Ramdani, Christophe Marsala. A Distributed Graph Based Approach for Rough Classifications Considering Dominance Relations Between Overlapping Classes. 10th International Conference on Intelligent Systems: Theories and Applications (SITA 2015), Oct 2015, Rabat, Morocco. pp.1-6, ⟨10.1109/SITA.2015.7358388⟩. ⟨hal-01303006⟩

Pierre-Xavier Loeffel, Christophe Marsala, Marcin Detyniecki. Classification with a reject option under Concept Drift: the Droplets Algorithm. The IEEE International Conference on Data Science and Advanced Analytics (DSAA'2015), Oct 2015, Paris, France. ⟨hal-01213494⟩

François Meunier, Christophe Marsala, Laurent Castanie. Development of a recommendation system for decision support in geosciences. MATHIAS – TOTAL Symposium on Mathematics, Oct 2015, Paris, France. ⟨hal-01368231⟩

Christophe Marsala, Maria Rifqi. Summarizing Fuzzy Decision Forest by subclass discovery. IEEE International Conference on Fuzzy Systems, FUZZIEEE’2013, Jul 2013, Hyderabad, India. pp.1-6, ⟨10.1109/FUZZ-IEEE.2013.6622579⟩. ⟨hal-01198855⟩

Wenyi Xu, Christophe Marsala, Christophe Benoit. Matching Objects to User's Queries in Web of Things' Applications. IEEE Symposium on Computational Intelligence for Communication Systems and Networks, CIComms 2013, Apr 2013, Singapore, Singapore. pp.31-38, ⟨10.1109/CICommS.2013.6582851⟩. ⟨hal-01216006⟩

Christophe Marsala. Fuzzy Decision Trees for Dynamic Data. IEEE Symposium on Evolving and Adaptive Intelligent Systems - EAIS'2013, Apr 2013, Singapore, Singapore. pp.17-24, ⟨10.1109/EAIS.2013.6604100⟩. ⟨hal-01216007⟩

Christophe Marsala. Apprentissage flou en environnement dynamique. 22e rencontres francophone sur la logique floue et ses applications (LFA 2013), Oct 2013, Reims, France. pp.7. ⟨hal-01216518⟩

Christophe Marsala, Davide Petturiti. Monotone Classification with Decision Trees. The 8th conference of the European Society for Fuzzy Logic and Technology, EUSFLAT 2013, Sep 2013, Milan, Italy. pp.810-817, ⟨10.2991/eusflat.2013.120⟩. ⟨hal-01216515⟩

Christophe Marsala, Davide Petturiti. Hierarchical Model for Rank Discrimination Measures. 12th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty, ECSQARU 2013, Jul 2013, Utrecht, Netherlands. pp.412-423, ⟨10.1007/978-3-642-39091-3_35⟩. ⟨hal-01219707⟩

Christophe Marsala. Incremental Tuning of Fuzzy Decision Trees. The 6th International Conference on Soft Computing and Intelligent Systems (SCIS-ISIS), Nov 2012, Kobe, Japan. pp.2061-2064, ⟨10.1109/SCIS-ISIS.2012.6505342⟩. ⟨hal-01282319⟩

Marcin Detyniecki, Christophe Marsala, Ashwati Krishnan, Mel Siegel. Weather-Based Solar Energy Prediction. The Fuzz-IEEE'2012 Conference, Jun 2012, Brisbane, Australia. pp.587-593, ⟨10.1109/FUZZ-IEEE.2012.6251145⟩. ⟨hal-01273254⟩

Fabon Dzogang, Christophe Marsala, Marie-Jeanne Lesot, Maria Rifqi. An Ellipsoidal K-Means for Document Clustering. IEEE 12th International Conference on Data Mining (ICDM 2012), Dec 2012, Bruxelles, Belgium. pp.221-230, ⟨10.1109/ICDM.2012.126⟩. ⟨hal-01198898⟩

Christophe Marsala. Gradual Fuzzy Decision Trees to Help Medical Diagnosis. The Fuzz-IEEE'2012 Conference, Jun 2012, Brisbane, Australia. pp.602-607, ⟨10.1109/FUZZ-IEEE.2012.6251147⟩. ⟨hal-01273252⟩

Marcin Detyniecki, Christophe Marsala, Maria Rifqi. Double-linear fuzzy interpolation method. IEEE International Conference on Fuzzy Systems FUZZIEEE'2011, Jun 2011, Taipei, Taiwan. pp.455-462, ⟨10.1109/FUZZY.2011.6007693⟩. ⟨hal-00687670⟩

Christophe Marsala, Maria Rifqi. Characterizing Forest of Fuzzy Decision Trees Errors. The 4th International Conference of the ERCIM WG on COMPUTING & STATISTICS (ERCIM'11), Dec 2011, London, United Kingdom. ⟨hal-01286230⟩

Jean-René Coffi, Nicolas Museux, Christophe Marsala. Interval Logic for Design and Maintenance of Complex Event Processing Systems. The 5th International Workshop on Event-Driven Business Process Management, Aug 2011, Clermond-Ferrand, France. pp.407-413, ⟨10.1007/978-3-642-28108-2_39⟩. ⟨hal-01286160⟩

Jean-René Coffi, Christophe Marsala, Nicolas Museux. Hybrid Learning System for Adaptive Complex Event Processing. International Conference on Adaptive and Intelligent Systems (ICAIS'11), Sep 2011, Klagenfurt, Austria. pp.260-271, ⟨10.1007/978-3-642-23857-4_27⟩. ⟨hal-01286122⟩

Jiang Bu, Song-yang Lao, Liang Bai, Sabrina Tollari, Christophe Marsala. Real-time Billboard Trademark Detection and Recognition in Sports Video. International Conference on Information and Multimedia Technology (ICIMT 2010), Dec 2010, Hong-Kong, China. pp.137-142. ⟨hal-01288639⟩

Nicolas Labroche, Christophe Marsala. Optimization of a Fuzzy Decision Trees Forest with Artificial Ant Based Clustering. The International Conference of Soft Computing and Pattern Recognition, SOCPAR, Dec 2010, Paris, France. pp.1-5, ⟨10.1109/SOCPAR.2010.5686103⟩. ⟨hal-01292078⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Validation de mesures de sélection d'attributs en apprentissage inductif. conférence LFA 2010, Nov 2010, Lannion, France. pp.192-199. ⟨hal-01292071⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Quality of Measures for Attribute Selection in Fuzzy Decision Trees. The International Conference on Fuzzy Systems, Jul 2010, Barcelona, Spain. pp.1-8, ⟨10.1109/FUZZY.2010.5584283⟩. ⟨hal-01292074⟩

Bernadette Bouchon-Meunier, Christophe Marsala, Maria Rifqi. Fuzzy Analogical Model of Adaptation for Case-Based Reasoning. IFSA-EUSFLAT 2009, Jul 2009, Lisbon, Portugal. pp.1625-1630. ⟨hal-01294688⟩

Sabrina Tollari, Marcin Detyniecki, Christophe Marsala, Ali Fakeri-Tabrizi, Massih-Reza Amini, et al.. Exploiting Visual Concepts to Improve Text-Based Image Retrieval. European Conference on Information Retrieval (ECIR), Apr 2009, Toulouse, France. pp.701 - 705, ⟨10.1007/978-3-642-00958-7_70⟩. ⟨hal-00402448⟩

Sabrina Tollari, Marcin Detyniecki, Ali Fakeri-Tabrizi, Christophe Marsala, Massih-Reza Amini, et al.. Utilisation de concepts visuels et de la diversité visuelle pour améliorer la recherche d'images. Conférence en Recherche d'Informations et Applications (CORIA'09), May 2009, Toulon, France. pp.83-98. ⟨hal-01297935⟩

Jiang Bu, Song-yang Lao, Liang Bai, Sabrina Tollari, Christophe Marsala. Goalmouth Detection in Field-Ball Game Video Using Fuzzy Decision Tree. Fifth International Conference on Image and Graphics (ICIG'09), Sep 2009, Xi'an, China. pp.917-921, ⟨10.1109/ICIG.2009.103⟩. ⟨hal-01297941⟩

Tri Duc Tran, Bernadette Bouchon-Meunier, Christophe Marsala, Georges-Marie Putois. An intelligent assistant to support students and to prevent them from dropout. The First International Conference on Computer Supported Education (CSEDU'09), Mar 2009, Lisboa, Portugal. pp.167-172. ⟨hal-01297962⟩

Christophe Marsala. Data Mining with Ensemble of Fuzzy Decision Trees. The Symposium on Computational Intelligence and Data Mining (CIDM'09), Mar 2009, Nashville, United States. pp.348-354, ⟨10.1109/CIDM.2009.4938670⟩. ⟨hal-01297938⟩

Tri Duc Tran, Christophe Marsala, Bernadette Bouchon-Meunier, Georges-Marie Putois. A model to manage learner's motivation: a use-case for an academic schooling intelligent assistant. 4th European Conference on Technology Enhanced Learning (EC-TEL 09), Sep 2009, Nice, France. pp.633-638, ⟨10.1007/978-3-642-04636-0_60⟩. ⟨hal-01297964⟩

Christophe Marsala. A Fuzzy Decision Tree Based Approach to Characterize Medical Data. The IEEE International Conference on Fuzzy Systems (Fuzz-IEEE'2009), Aug 2009, Jeju Island, South Korea. pp.1332-1337, ⟨10.1109/FUZZY.2009.5277106⟩. ⟨hal-01294690⟩

Bernadette Bouchon-Meunier, Christophe Marsala, Maria Rifqi. Modèles flous d'adaptation en raisonnement par cas. conférence LFA 2009, 2009, Annecy, France. pp.167-172. ⟨hal-01298019⟩

Christophe Marsala, Marcin Detyniecki. High Scale Video Mining with Forests of Fuzzy Decision Trees. The 5th international conference on Soft computing as transdisciplinary science and technology (CSTST'08), Oct 2008, Cergy-Pontoise, France. pp.413-418, ⟨10.1145/1456223.1456308⟩. ⟨hal-01301645⟩

Marcin Detyniecki, Christophe Marsala. Adaptive Acceleration and Shot Stacking for Video Rushes Summarization. The 2nd ACM TRECVid Video Summarization Workshop (TVS '08), Oct 2008, Vancouver, Canada. pp.109-113, ⟨10.1145/1463563.1463583⟩. ⟨hal-01301643⟩

Bernadette Bouchon-Meunier, Christophe Marsala. Fuzzy Inductive Learning: Principles and Applications in Data Mining. International Conference on Intelligent System & Knowledge Engineering, Nov 2008, Xiamen, China. pp.1-4, ⟨10.1109/ISKE.2008.4730885⟩. ⟨hal-01301633⟩

Sabrina Tollari, Marcin Detyniecki, Ali Fakeri-Tabrizi, Christophe Marsala, Massih-Reza Amini, et al.. Using Visual Concepts and Fast Visual Diversity to Improve Image Retrieval. 9th Workshop of the Cross-Language Evaluation Forum (CLEF 2008), Sep 2008, Aarhus, Denmark. pp.577-584, ⟨10.1007/978-3-642-04447-2_71⟩. ⟨hal-00424436⟩

Thomas Delavallade, Bernadette Bouchon-Meunier, Philippe Capet, Christophe Marsala. Computational intelligence at the service of peace. The IEEE WCCI 2008 Workshop on Applications of Computational Intelligence to Benefit Society, Jun 2008, Hong Kong, Hong Kong SAR China. pp.51-58. ⟨hal-01304997⟩

Christophe Marsala, Marcin Detyniecki. UPMC-LIP6 at TrecVid'08: Balanced and Unbalanced Forests of Fuzzy Decision Trees for High-Level Feature Detection. TRECVID 2008 workshop participants notebook papers, Nov 2008, Gaithersburg, MD, United States. ⟨hal-01305038⟩

Christophe Marsala, Marcin Detyniecki, Nicolas Usunier, Massih-Reza Amini. High-Level Feature Detection with Forests of Fuzzy Decision Trees combined with the RankBoost. TRECVID 2007 workshop participants notebook papers, Nov 2007, Gaithersburg, MD, United States. ⟨hal-01336167⟩

Marcin Detyniecki, Christophe Marsala. Forest of Fuzzy Decision Trees and their Application in Video Mining. 5th Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT'07), Sep 2007, Ostrava, Czech Republic. pp.345-352. ⟨hal-01335945⟩

Marcin Detyniecki, Christophe Marsala. Video rushes summarization by adaptive acceleration and stacking of shots. The 1st ACM Workshop on Video Summarization - TVS 2007 (part of ACM Multimedia'07), Sep 2007, Augsburg, Germany. pp.65-69, ⟨10.1145/1290031.1290043⟩. ⟨hal-01336169⟩

Bernadette Bouchon-Meunier, Giulianella Coletti, Christophe Marsala. A general theory of conditional decomposable information measures. International Conference IPMU 2006, Jul 2006, Paris, France. pp.97-104. ⟨hal-01351878⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Ranking Attributes to Build Fuzzy Decision Trees: a Comparative Study of Measures. IEEE International Conference on Fuzzy Systems, Jul 2006, Vancouver, Canada. pp.1777-1783, ⟨10.1109/FUZZY.2006.1681946⟩. ⟨hal-01352474⟩

Christophe Marsala, Marcin Detyniecki. University of Paris 6 at TRECVID 2006: Forest of Fuzzy Decision Trees for High-Level Feature Extraction. TREC Video Retrieval Evaluation, 2006, Gaithersburg, United States. ⟨hal-01352022⟩

Thanh Ha Dang, Christophe Marsala, Bernadette Bouchon-Meunier, Alain Boucher. Discrimination-based criteria for the evaluation of classifiers. 7th International Conference on Flexible Query-Answering Systems, FQAS 2006, Jun 2006, Milan, Italy. pp.552-563, ⟨10.1007/11766254_47⟩. ⟨hal-01337123⟩

Thomas Delavallade, Christophe Marsala, Philippe Capet, Claude Michel. Crisis Risk Assessment and Early Warning. IPMU 2006, industrial track, Jul 2006, Paris, France. pp.33-36. ⟨hal-01351984⟩

Thanh Ha Dang, Christophe Marsala. Extension of hierarchical model for fuzzy measures of discrimination. IPMU Conference, Jul 2006, Paris, France. pp.1284-1291. ⟨hal-01351983⟩

Bernadette Bouchon-Meunier, Christophe Marsala. From fuzzy questionnaires to fuzzy decision trees: 30 years of research in fuzzy learning. BISCSE 2005 workshop, Nov 2005, Berkeley, United States. ⟨hal-01489188⟩

Christophe Marsala, Marcin Detyniecki. University of Paris 6 at TRECVID 2005: High-Level Feature Extraction. TRECVID 2005 workshop participants notebook papers, Nov 2005, Gaithersburg, MD, United States. ⟨hal-01490882⟩

Thomas Delavallade, Bernadette Bouchon-Meunier, Christophe Marsala, Philippe Capet. Country Risk Ratings: A new Methodology to Assess Internal Conflicts risks. 3rd European Conference on Risk Management, 2005, Antwerp, Belgium. ⟨hal-01489199⟩

Marc Damez, Thanh Ha Dang, Christophe Marsala, Bernadette Bouchon-Meunier. Fuzzy Decision Tree for User Modeling from Human-Computer Interactions. 5th International Conference on Human System Learning (ICHSL'05), Nov 2005, Marrakech, Morocco. pp.287-302. ⟨hal-01416588⟩

Thanh Ha Dang, Bernadette Bouchon-Meunier, Christophe Marsala. Measures of information for inductive learning. 10th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Jul 2004, Perugia, Italy. pp.1495-1502. ⟨hal-01520549⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Selection of attributes for fuzzy decision trees. Workshop on Soft Computing for Information Mining, in the 27th 27th German Conference on Artificial Intelligence, Sep 2004, Ulm, Germany. ⟨hal-01520579⟩

Bernadette Bouchon-Meunier, Thanh Ha Dang, Christophe Marsala. Comparison of techniques for the construction of decision trees. International Conference on Intelligent and Adaptive Systems and Software Engineering (IASSE'04), Jul 2004, Nice, France. pp.58-62. ⟨hal-01520544⟩

Christophe Marsala, Marcin Detyniecki. Fuzzy Data Mining for Video. EUSFLAT'03 - 3rd Conference of the European Society for Fuzzy Logic and Technology, Sep 2003, Zittau, Germany. pp.73-78. ⟨hal-01533251⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Choice of a method for the construction of fuzzy decision trees. FUZZ '03 - 12th IEEE International Conference on Fuzzy Systems, May 2003, St Louis, MO, United States. pp.584-589, ⟨10.1109/FUZZ.2003.1209429⟩. ⟨hal-01533254⟩

Bernadette Bouchon-Meunier, Christophe Marsala. Measures of Discrimination for the Construction of Fuzzy Decision Trees. FIP'03 - International Conference on Fuzzy Information Processing, Mar 2003, Beijing, China. pp.709-714. ⟨hal-01533297⟩

Marcin Detyniecki, Christophe Marsala. Fuzzy Multimedia Mining Applied to Video News. 9th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU'02), Jul 2002, Annecy, France. pp.1001-1008. ⟨hal-01561421⟩

Bernadette Bouchon-Meunier, Christophe Marsala. Improving the interpretability of fuzzy models by means of linguistic modifiers. FSTA 2002 - International Conference on Fuzzy Sets Theory and Its Applications, 2002, Liptovsky Mikulas, Slovakia. ⟨hal-01544215⟩

Bernadette Bouchon-Meunier, Didier Dubois, Christophe Marsala, Henri Prade, Laurent Ughetto. A comparative view of interpolation methods between sparse fuzzy rules. 9th IFSA World Congress (IFSA 2001), Jul 2001, Vancouver, BC, Canada. pp.2499-2504, ⟨10.1109/NAFIPS.2001.943615⟩. ⟨hal-01572085⟩

Marcin Detyniecki, Christophe Marsala. Fuzzy Inductive Learning for Multimedia Mining. EUSFLAT'2001 - 2nd International Conference in Fuzzy Logic and Technology, Sep 2001, Leicester, United Kingdom. pp.390-393. ⟨hal-01571850⟩

Bernadette Bouchon-Meunier, Christophe Marsala. Linguistic modifiers and measures of similarity or resemblance. 9th IFSA World Congress, Jul 2001, Vancouver, Canada. pp.2195-2199, ⟨10.1109/NAFIPS.2001.944410⟩. ⟨hal-01570839⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Interpolative reasoning with multi-variable rules. 9th IFSA World Congress, Jul 2001, Vancouver, Canada. pp.2476-2481, ⟨10.1109/NAFIPS.2001.944461⟩. ⟨hal-01571834⟩

Arthur Ramer, Bernadette Bouchon-Meunier, Maria Do Carmo Nicoletti, Christophe Marsala, Maria Rifqi. Interpolative model for fuzzy arithmetic. FUZZ IEEE 2000 - 9th IEEE International Conference on Fuzzy Systems, May 2000, San Antonio, United States. pp.633-635, ⟨10.1109/FUZZY.2000.839066⟩. ⟨hal-01573356⟩

Bernadette Bouchon-Meunier, Giulianella Coletti, Christophe Marsala. Possibilistic conditional events. IPMU 2000 - 8th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Jul 2000, Madrid, Spain. pp.1561-1566. ⟨hal-01572579⟩

Bernadette Bouchon-Meunier, Maria Rifqi, Christophe Marsala. Interpolative reasoning based on graduality. Fuzz-IEEE 2000 - 9th IEEE International Conference on Fuzzy Systems, May 2000, San Antonio, United States. pp.483-487, ⟨10.1109/FUZZY.2000.838707⟩. ⟨hal-01072143⟩

Anne Laurent, Bernadette Bouchon-Meunier, Anne Doucet, Stéphane Gançarski, Christophe Marsala. Fuzzy Data Mining from Multidimensional Databases. International Symposium on Computational Intelligence, (ISCI'2000), Aug 2000, Kosice, Slovakia. pp.278-283. ⟨hal-01573399⟩

Bernadette Bouchon-Meunier, Giulianella Coletti, Christophe Marsala. Independence and possibilistic conditioning. Workshop on Partial Knowledge and Uncertainty: independence, conditioning, inference, May 2000, Roma, Italy. ⟨hal-01573422⟩

Bernadette Bouchon-Meunier, E. Di Crescenzo, Christophe Marsala, Nedra Mellouli, Maria Rifqi. Uncertainty management in the recognition of a new odor. IPMU 2000 - 8th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Jul 2000, Madrid, Spain. pp.1924-1927. ⟨hal-01572576⟩

Anne Laurent, Stéphane Gançarski, Christophe Marsala. Coopération entre un système d'extraction de connaissances floues et un système de gestion de bases de données multidimensionnelles. Rencontres Francophones sur la Logique Floue et ses Applications (LFA'2000), Oct 2000, La Rochelle, France. pp.325-332. ⟨hal-01573395⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Construction of fuzzy classes by fuzzy partitioning. Flexible Query Answering Systems, Oct 2000, Warsaw, Poland. pp.497-506, ⟨10.1007/978-3-7908-1834-5_46⟩. ⟨hal-01573393⟩

Christophe Marsala, Bernadette Bouchon-Meunier. An adaptable system to construct fuzzy decision trees. 18th International Conference of the North American Fuzzy Information Processing Society, NAFIPS'99, Jun 1999, New York, United States. pp.223-227, ⟨10.1109/NAFIPS.1999.781687⟩. ⟨hal-01570390⟩

Bernadette Bouchon-Meunier, Jannick Delechamp, Christophe Marsala, Radko Mesiar, Maria Rifqi. Fuzzy deductive reasoning and analogical scheme. EUSFLAT-ESTYL Joint Conference, Sep 1999, Palma de Mallorca, Spain. pp.139-142. ⟨hal-01574385⟩

Arthur Ramer, Bernadette Bouchon-Meunier, Christophe Marsala. Analytical Structure of Hierarchical Discrimination. FUZZ-IEEE'99 Conference, Aug 1999, Seoul, South Korea. pp.1050-1053, ⟨10.1109/FUZZY.1999.793098⟩. ⟨hal-01573970⟩

Christophe Marsala, Bernadette Bouchon-Meunier, Arthur Ramer. Hierarchical Model for Discrimination Measures. IFSA'99 - 8th International Fuzzy Systems Association World Congress, Aug 1999, Taipei, Taiwan. pp.339-343. ⟨hal-01574483⟩

Bernadette Bouchon-Meunier, Jannick Delechamp, Christophe Marsala, Nedra Mellouli, Maria Rifqi, et al.. Analogy and Fuzzy Interpolation in the case of Sparse Rules. Second International Conference on Soft and Intelligent Computing, 1999, Budapest, Hungary. pp.132-136. ⟨hal-01573985⟩

Bernadette Bouchon-Meunier, Jannick Delechamp, Christophe Marsala, Nedra Mellouli, Maria Rifqi, et al.. Raisonnement interpolatif à partir de schéma analogique flou. Journées Nationales sur les Modèles de Raisonnements, Mar 1999, Paris, France. ⟨hal-01574496⟩

Christophe Marsala. Construction d'arbres de décision flous : le système Salammbô. LFA'98, 1998, Rennes, France. pp.171-176. ⟨hal-01622670⟩

Christophe Marsala. Application of Fuzzy Rule Induction to Data Mining. FQAS'98 - 3rd International Conference on Flexible Query Answering Systems, May 1998, Roskilde, Denmark. pp.260-271, ⟨10.1007/BFb0056007⟩. ⟨hal-01622677⟩

Bernadette Bouchon-Meunier, Jannick Delechamp, Christophe Marsala, Maria Rifqi. Analogy as a basis of various forms of reasoning. 7th International Conference on Intelligent Systems, 1998, Fontainebleau, France. ⟨hal-01622879⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Construction Methods of Fuzzy Decision Trees. JCIS'98, Oct 1998, Durham, North Carolina, United States. pp.17-20. ⟨hal-01622669⟩

Christophe Marsala, Mohammed Ramdani, Mustapha Tollabi, Driss Zakarya. Recognition of Odors: a Fuzzy Decision Tree Approach. Seventh International Conference IPMU, Jul 1998, Paris, France. pp.532-539. ⟨hal-01622665⟩

Bernadette Bouchon-Meunier, Christophe Marsala. Analogy and fuzzy deductive reasoning. North American Fuzzy Information Processing Society, Aug 1998, Pensacola, FL, United States. pp.101-104, ⟨10.1109/NAFIPS.1998.715545⟩. ⟨hal-01622882⟩

Nara Martini Bigolin, Christophe Marsala. Fuzzy Spatial OQL for Fuzzy Knowledge Discovery in Databases, Principles of Data Mining and Knowledge Discovery. 2nd European Symposium PKDD'98, Sep 1998, Nantes, France. pp.246-254, ⟨10.1007/BFb0094826⟩. ⟨hal-01622662⟩

Christophe Marsala, Nara Martini Bigolin. Spatial Data Mining with Fuzzy Decision Trees. International Conference on Data Mining, 1998, Rio de Janeiro, Brazil. pp.235-248. ⟨hal-01617473⟩

Christophe Marsala. Stability of fuzzy decision trees when classifying evolving observations. Third International FLINS Worshop on Fuzzy Logic and Intelligent Technologies for Nuclear Science and Industry, 1998, Anvers, Belgium. ⟨hal-01617475⟩

Christophe Marsala, Maria Rifqi. Inductive views of generalization. EUFIT'97 - 5th European Congress on Intelligent Techniques and Soft Computing, Sep 1997, Aachen, Germany. pp.939-941. ⟨hal-01624705⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Forests of Fuzzy Decision Trees. IFSA'97 - Seventh International Fuzzy Systems Association World Congress, Jun 1997, Prague, Czech Republic. ⟨hal-02182889⟩

Bernadette Bouchon-Meunier, Jannick Delechamp, Christophe Marsala, Maria Rifqi. Several Forms of Fuzzy Analogical Reasoning. 6th IEEE International Conference on Fuzzy Systems, Fuzz'IEEE'97, Jul 1997, Barcelona, Spain. pp.45--50, ⟨10.1109/FUZZY.1997.616342⟩. ⟨hal-01072157⟩

Bernadette Bouchon-Meunier, C. Marsala, Maria Rifqi. Comment classer des objets imparfaitement décrits ?. XXV$^\mbox ème$ colloque international de l'ARAE (Association Rhodanienne pour l'Avancement de l'Econométrie) sur les Structures économiques, l'économétrie et l'informatique, ARAE, May 1996, Lyon, France. ⟨hal-01072063⟩

S. Bothorel, Bernadette Bouchon-Meunier, C. Marsala, Maria Rifqi. Apprentissage en Environnememt Imparfait. AFCET, AFCET, Oct 1995, Toulouse, France. ⟨hal-01071828⟩

François Meunier, Christophe Marsala, Laurent Castanie. Classification of 3D objects by random extraction of discriminant sub-parts for the study of the sub-soil in oil prospecting. Advances in Knowledge Discovery and Management, In press. ⟨hal-01694012⟩

Bernadette Bouchon-Meunier, Christophe Marsala. Entropy measures and views of information. J. Kacprzyk, D. Filev, G. Beliakov. Granular, Soft and Fuzzy Approaches for Intelligent Systems, 344, Springer, 2016, Studies in Fuzziness and Soft Computing, 978-3-319-40314-4. ⟨10.1007/978-3-319-40314-4⟩. ⟨hal-01366568⟩

Bernadette Bouchon-Meunier, Christophe Marsala. Fuzzy modifiers at the core of interpretable fuzzy systems. Fifty Years of Fuzzy Logic and its Applications, 326, Springer, pp.51-63, 2015, Studies in Fuzziness and Soft Computing, ⟨10.1007/978-3-319-19683-1_4⟩. ⟨hal-01221751⟩

Christophe Marsala, Marcin Detyniecki. High Scale Fuzzy Video Mining. Scalable Fuzzy Algorithms for Data Management and Analysis: Methods and Design, IGI Global, pp.365-378, 2010, 9781605668581. ⟨10.4018/978-1-60566-858-1.ch015⟩. ⟨hal-01291862⟩

Bernadette Bouchon-Meunier, Giulianella Coletti, Christophe Marsala. Towards a General Theory of Conditional Decomposable Information Measures. Uncertainty and intelligent information systems, World Scientific, pp.47-59, 2008. ⟨hal-01304987⟩

Bernadette Bouchon-Meunier, Marcin Detyniecki, Marie-Jeanne Lesot, Christophe Marsala, Maria Rifqi. Real world fuzzy logic applications in data mining and information retrieval. Fuzzy Logic - A Spectrum of Theoretical and Practical Issues, 215, Springer, pp.219-247, 2007, Studies in Fuzziness and Soft Computing, 978-3540712572. ⟨10.1007/978-3-540-71258-9_11⟩. ⟨hal-01336441⟩

Bernadette Bouchon-Meunier, Christophe Marsala. Méthodes de raisonnement. Logique floue : principes, aide à la décision, Hermès-Lavoisier, pp.121-147, 2003, Traité IC2, série Informatique et Systèmes d'Information. ⟨hal-01533305⟩

Anne Laurent, Christophe Marsala, Bernadette Bouchon-Meunier. Improvement of the Interpretability of Fuzzy Rule Based Systems: Quantifiers, Similarities and Aggregators. Modelling with Words, 2873, Springer, pp.102-123, 2003, Lecture Notes in Artificial Intelligence, ⟨10.1007/978-3-540-39906-3_6⟩. ⟨hal-01533257⟩

Bernadette Bouchon-Meunier, Christophe Marsala. Conclusion. Logique floue : principes, aide à la décision, pp.245-247, 2003. ⟨hal-01529715⟩

Christophe Marsala, Bernadette Bouchon-Meunier. Apprentissage et extraction de connaissances. Traitement de données complexes et commande en logique floue, Hermès-Lavoisier, pp.153-198, 2003, Traité IC2, série Informatique et Systèmes d'Information. ⟨hal-01533256⟩

Bernadette Bouchon-Meunier, Giulianella Coletti, Christophe Marsala. Conditional possibility and necessity. Technologies for constructing intelligent systems 2, 90, Physica Verlag, pp.59-71, 2002, Studies in Fuzziness and Soft Computing, ⟨10.1007/978-3-7908-1796-6_5⟩. ⟨hal-01561440⟩

Christophe Marsala. Fuzzy partitioning methods.. Granular Computing: an Emerging Paradigm, 70, Springer-Verlag, pp.163-186, 2001, Studies in Fuzziness and Soft Computing, ⟨10.1007/978-3-7908-1823-9_8⟩. ⟨hal-01571833⟩

Christophe Marsala, Mohammed Ramdani, Driss Zakarya, Mustapha Tollabi. Fuzzy Decision Trees to Extract Features of Odorous Molecules. Uncertainty in Intelligent and Information Systems, World Scientific, pp.235-249, 2000, ⟨10.1142/9789812792563_0019⟩. ⟨hal-01573392⟩

Bernadette Bouchon-Meunier, Jannick Delechamp, Christophe Marsala, Maria Rifqi. Analogy as a Basis of Various Forms of Approximate Reasoning. B. Bouchon-Meunier and R.R. Yager and L.A. Zadeh. Uncertainty in Intelligent and Information Systems, 20, World scientific publishing, pp.70--79, 2000, Advances in Fuzzy Systems - Applications and Theory, ⟨10.1142/9789812792563_0006⟩. ⟨hal-01072066⟩

Bernadette Bouchon-Meunier, Christophe Marsala. Learning Fuzzy Decision Rules. Fuzzy sets in approximate reasoning and information systems, 5, Springer, pp.279-304, 1999, The Handbooks of Fuzzy Sets Series, ⟨10.1007/978-1-4615-5243-7_5⟩. ⟨hal-01574498⟩

Bernadette Bouchon-Meunier, Christophe Marsala. Fuzzy Decision Trees and Databases. Flexible Query-Answering Systems, Kluwer, pp.277-288, 1997, ⟨10.1007/978-1-4615-6075-3_14⟩. ⟨hal-01649106⟩

Bernadette Bouchon-Meunier, Christophe Marsala, Mohammed Ramdani. Learning from Imperfect Data. Fuzzy set methods in information engineering : a guided tour of applications, John Wiley and Sons, 1997. ⟨hal-01649111⟩

Marie-Jeanne Lesot, Christophe Marsala. Fuzzy Approaches for Soft Computing and Approximate Reasoning: Theories and Applications: Dedicated to Bernadette Bouchon-Meunier. 394, 2021, Studies in Fuzziness and Soft Computing, ⟨10.1007/978-3-030-54341-9⟩. ⟨hal-02999321⟩

Bernadette Bouchon-Meunier, Christophe Marsala, Maria Rifqi, Ronald R. yager. Uncertainty and intelligent information systems. World Scientific, 2008, 978-981-279-234-1. ⟨hal-01301639⟩

Bernadette Bouchon-Meunier, Christophe Marsala. Logique floue : principes, aide à la décision. Hermès-Lavoisier, 2003, Traité IC2, série Informatique et Systèmes d'Information. ⟨hal-01533303⟩

Bernadette Bouchon-Meunier, Christophe Marsala. Traitement de données complexes et commande en logique floue. Hermès-Lavoisier, 2003, Traité IC2, série Informatique et Systèmes d'Information. ⟨hal-01533301⟩