Application of Fuzzy Rule Induction to Data Mining. - Christophe Marsala (FQAS, 1998)

Fuzzy Spatial OQL for Fuzzy Knowledge Discovery in Databases. - Nara Martini Bigolin; Christophe Marsala (PKDD, 1998)

Twelve Numerical, Symbolic and Hybrid Supervised Classification Methods. - Olivier Gascuel; Bernadette Bouchon-Meunier; Gilles Caraux; Patrick Gallinari; Alain Guénoche; Yann Guermeur; Yves Lechevallier; Christophe Marsala; Laurent Miclet; Jacques Nicolas; Richard Nock; Mohammed Ramdani 003; et al. (Int. J. Pattern Recognit. Artif. Intell., 1998)

Fuzzy deductive reasoning and analogical scheme. - Bernadette Bouchon-Meunier; J. Delechamp; Christophe Marsala; Radko Mesiar; Maria Rifqi (EUSFLAT-ESTYLF Joint Conf., 1999)

Construction of Fuzzy Classes by Fuzzy Partitioning. - Christophe Marsala; Bernadette Bouchon-Meunier (FQAS, 2000)

Interpolative reasoning based on graduality. - Bernadette Bouchon-Meunier; Christophe Marsala; Maria Rifqi (FUZZ-IEEE, 2000)

Interpolative model for fuzzy arithmetic. - Arthur Ramer; Bernadette Bouchon-Meunier; Maria do Carmo Nicoletti; Christophe Marsala; Maria Rifqi (FUZZ-IEEE, 2000)

Fuzzy decision trees to help flexible querying. - Christophe Marsala (Kybernetika, 2000)

Fuzzy inductive learning for multimedia mining. - Marcin Detyniecki; Christophe Marsala (EUSFLAT Conf., 2001)

Independence and Possibilistic Conditioning. - Bernadette Bouchon-Meunier; Giulianella Coletti; Christophe Marsala (Ann. Math. Artif. Intell., 2002)

Fuzzy data mining for video. - Christophe Marsala; Marcin Detyniecki (EUSFLAT Conf., 2003)

Discovering knowledge for better video indexing based on colors. - Marcin Detyniecki; Christophe Marsala (FUZZ-IEEE, 2003)

Choice of a method for the construction of fuzzy decision trees. - Christophe Marsala; Bernadette Bouchon-Meunier (FUZZ-IEEE, 2003)

Improvement of the Interpretability of Fuzzy Rule Based Systems: Quantifiers, Similarities and Aggregators. - Anne Laurent; Christophe Marsala; Bernadette Bouchon-Meunier (Modelling with Words, 2003)

Compositional rule of inference as an analogical scheme. - Bernadette Bouchon-Meunier; Radko Mesiar; Christophe Marsala; Maria Rifqi (Fuzzy Sets Syst., 2003)

Comparison of Techniques for the Construction of Decision Trees. - Bernadette Bouchon-Meunier; Thanh Ha Dang; Christophe Marsala (IASSE, 2004)

University of Paris 6 at TRECVID 2005: High-Level Feature Extraction. - Christophe Marsala; Marcin Detyniecki (TRECVID, 2005)

Discrimination-Based Criteria for the Evaluation of Classifiers. - Thanh Ha Dang; Christophe Marsala; Bernadette Bouchon-Meunier; Alain Boucher (FQAS, 2006)

Ranking Attributes to Build Fuzzy Decision Trees: a Comparative Study of Measures. - Christophe Marsala; Bernadette Bouchon-Meunier (FUZZ-IEEE, 2006)

University of Paris 6 at TRECVID 2006: Forest of Fuzzy Decision Trees for High-Level Feature Extraction. - Christophe Marsala; Marcin Detyniecki (TRECVID, 2006)

Forest of Fuzzy Decision Trees and Their Application in Video Mining. - Marcin Detyniecki; Christophe Marsala (EUSFLAT Conf. (1), 2007)

Video rushes summarization by adaptive acceleration and stacking of shots. - Marcin Detyniecki; Christophe Marsala (TVS, 2007)

UHigh-Level Feature Detection with Forests of Fuzzy Decision Trees combined with the RankBoost Algorithm. - Christophe Marsala; Marcin Detyniecki; Nicolas Usunier; Massih-Reza Amini (TRECVID, 2007)

Using Visual Concepts and Fast Visual Diversity to Improve Image Retrieval. - Sabrina Tollari; Marcin Detyniecki; Ali Fakeri-Tabrizi; Christophe Marsala; Massih-Reza Amini; Patrick Gallinari (CLEF, 2008)

Fuzzy inductive learning: Principles and applications in data mining. - Bernadette Bouchon-Meunier; Christophe Marsala (ISKE, 2008)

Adaptive acceleration and shot stacking for video rushes summarization. - Marcin Detyniecki; Christophe Marsala (TVS, 2008)

UPMC-LIP6 at TrecVid'08: Balanced and Unbalanced Forests of Fuzzy Decision Trees for High-Level Feature Detection. - Christophe Marsala; Marcin Detyniecki (TRECVID, 2008)

High scale video mining with forests of fuzzy decision trees. - Christophe Marsala; Marcin Detyniecki (CSTST, 2008)

High Scale Fuzzy Video Mining. - Christophe Marsala; Marcin Detyniecki (Scalable Fuzzy Algorithms for Data Management and Analysis, 2009)

Data mining with ensembles of fuzzy decision trees. - Christophe Marsala (CIDM, 2009)

Utilisation de concepts visuels et de la diversité visuelle pour améliorer la recherche d'images. - Sabrina Tollari; Marcin Detyniecki; Ali Fakeri-Tabrizi; Christophe Marsala; Massih-Reza Amini; Patrick Gallinari (CORIA, 2009)

An Intelligent Assistant to Support Students and to Prevent them from Dropout. - Tri Duc Tran; Bernadette Bouchon-Meunier; Christophe Marsala; Georges-Marie Putois (CSEDU (1), 2009)

Exploiting Visual Concepts to Improve Text-Based Image Retrieval. - Sabrina Tollari; Marcin Detyniecki; Christophe Marsala; Ali Fakeri-Tabrizi; Massih-Reza Amini; Patrick Gallinari (ECIR, 2009)

A Model to Manage Learner's Motivation: A Use-Case for an Academic Schooling Intelligent Assistant. - Tri Duc Tran; Christophe Marsala; Bernadette Bouchon-Meunier; Georges-Marie Putois (EC-TEL, 2009)

Fuzzy Analogical Model of Adaptation for Case-Based Reasoning. - Bernadette Bouchon-Meunier; Christophe Marsala; Maria Rifqi (IFSA/EUSFLAT Conf., 2009)

A fuzzy decision tree based approach to characterize medical data. - Christophe Marsala (FUZZ-IEEE, 2009)

Goalmouth Detection in Field-Ball Game Video Using Fuzzy Decision Tree. - Jiang Bu; Songyang Lao; Liang Bai; Sabrina Tollari; Christophe Marsala (ICIG, 2009)

Quality of measures for attribute selection in fuzzy decision trees. - Christophe Marsala; Bernadette Bouchon-Meunier (FUZZ-IEEE, 2010)

Optimization of a fuzzy decision trees forest with artificial ant based clustering. - Nicolas Labroche; Christophe Marsala (SoCPaR, 2010)

Exploitation du contenu visuel pour améliorer la recherche textuelle d'images en ligne. - Sabrina Tollari; Marcin Detyniecki; Ali Fakeri-Tabrizi; Christophe Marsala; Massih-Reza Amini; Patrick Gallinari (Document Numérique, 2010)

Interval Logic for Design and Maintenance of Complex Event Processing Systems - (Short Paper). - Jean-René Coffi; Nicolas Museux; Christophe Marsala (Business Process Management Workshops (1), 2011)

Double-linear fuzzy interpolation method. - Marcin Detyniecki; Christophe Marsala; Maria Rifqi (FUZZ-IEEE, 2011)

Hybrid Learning System for Adaptive Complex Event Processing. - Jean-René Coffi; Christophe Marsala; Nicolas Museux (ICAIS, 2011)

Weather-based solar energy prediction. - Marcin Detyniecki; Christophe Marsala; Ashwati Krishnan; Mel W. Siegel (FUZZ-IEEE, 2012)

Gradual fuzzy decision trees to help medical diagnosis. - Christophe Marsala (FUZZ-IEEE, 2012)

An Ellipsoidal K-Means for Document Clustering. - Fabon Dzogang; Christophe Marsala; Marie-Jeanne Lesot; Maria Rifqi (ICDM, 2012)

Incremental tuning of fuzzy decision trees. - Christophe Marsala (SCIS&ISIS, 2012)

Adaptive complex event processing for harmful situation detection. - Jean-René Coffi; Christophe Marsala; Nicolas Museux (Evol. Syst., 2012)

Matching objects to user's queries in Web of Things' applications. - Wenyi Xu; Christophe Marsala; Benoit Christophe (CIComms, 2013)

Fuzzy decision trees for dynamic data. - Christophe Marsala (EAIS, 2013)

Hierarchical Model for Rank Discrimination Measures. - Christophe Marsala; Davide Petturiti (ECSQARU, 2013)

Monotone Classification with Decision Trees. - Christophe Marsala; Davide Petturiti (EUSFLAT Conf., 2013)

Summarizing Fuzzy Decision Forest by subclass discovery. - Christophe Marsala; Maria Rifqi (FUZZ-IEEE, 2013)

Ranking with fuzzy decision trees. - Xuan Tuan Le; Christophe Marsala (SoCPaR, 2013)

Modelling and management of subjective information in a fuzzy setting. - Bernadette Bouchon-Meunier; Marie-Jeanne Lesot; Christophe Marsala (Int. J. Gen. Syst., 2013)

Classification with a reject option under Concept Drift: The Droplets algorithm. - Pierre-Xavier Loeffel; Christophe Marsala; Marcin Detyniecki (DSAA, 2015)

A distributed graph based approach for rough classifications considering dominance relations between overlapping classes. - Khalil Laghmari; Mohammed Ramdani 003; Christophe Marsala (SITA, 2015)

Fuzzy data mining and management of interpretable and subjective information. - Christophe Marsala; Bernadette Bouchon-Meunier (Fuzzy Sets Syst., 2015)

Rank discrimination measures for enforcing monotonicity in decision tree induction. - Christophe Marsala; Davide Petturiti (Inf. Sci., 2015)

Fuzzy Modifiers at the Core of Interpretable Fuzzy Systems. - Bernadette Bouchon-Meunier; Christophe Marsala (Fifty Years of Fuzzy Logic and its Applications, 2015)

Memory management for data streams subject to concept drift. - Pierre-Xavier Loeffel; Christophe Marsala; Marcin Detyniecki (ESANN, 2016)

Personalized search in smart indoor environments: Combining a formal location model, user preferences and semantic similarity. - Wenyi Xu; Christophe Marsala (FUZZ-IEEE, 2016)

Improving the Prediction Cost of Drift Handling Algorithms by Abstaining. - Pierre-Xavier Loeffel; Vincent Lemaire 001; Christophe Marsala; Marcin Detyniecki (ICDM Workshops, 2016)

Proximal Optimization for Fuzzy Subspace Clustering. - Arthur Guillon; Marie-Jeanne Lesot; Christophe Marsala; Nikhil R. Pal (IPMU (1), 2016)

Graded multi-label classification: Compromise between handling label relations and limiting error propagation. - Khalil Laghmari; Christophe Marsala; Mohammed Ramdani 003 (SITA, 2016)

3DRESC-TF : Apprentissage par transfert pour la réutilisation de connaissances en classification d'objets 3D. - François Meunier; Christophe Marsala; Laurent Castanie (APIA, 2017)

Classification multi-labels graduée: Apprendre les relations entre les labels ou limiter la propagation d'erreur ? - Khalil Laghmari; Christophe Marsala; Mohammed Ramdani 003 (EGC, 2017)

Classification d'objets 3D par extraction aléatoire de sous-parties discriminantes pour l'étude du sous-sol en prospection pétrolière. - François Meunier; Christophe Marsala; Laurent Castanie; Bruno Conche (EGC, 2017)

Laplacian regularization for fuzzy subspace clustering. - Arthur Guillon; Marie-Jeanne Lesot; Christophe Marsala (FUZZ-IEEE, 2017)

Fuzzy decision tree and fuzzy gradual decision tree: Application to job satisfaction. - Christophe Marsala; Maria Rifqi (FUZZ-IEEE, 2017)

Droplet Ensemble Learning on Drifting Data Streams. - Pierre-Xavier Loeffel; Albert Bifet; Christophe Marsala; Marcin Detyniecki (IDA, 2017)

A Distributed Recommender System Based on Graded Multi-label Classification. - Khalil Laghmari; Christophe Marsala; Mohammed Ramdani 003 (NETYS, 2017)

Inverse Classification for Comparison-based Interpretability in Machine Learning. - Thibault Laugel; Marie-Jeanne Lesot; Christophe Marsala; Xavier Renard; Marcin Detyniecki (CoRR, 2017)

Entropy Measures and Views of Information. - Bernadette Bouchon-Meunier; Christophe Marsala (Granular, Soft and Fuzzy Approaches for Intelligent Systems, 2017)

FPGA-Based Real Time Embedded Hough Transform Architecture for Circles Detection. - Orlando Chuquimia; Andréa Pinna 001; Christophe Marsala; Xavier Dray; Bertrand Granado (DASIP, 2018)

Extraction de connaissances sur les défaillances de compteurs d'essieux. - Iwo Doboszewski; Simon Fossier; Christophe Marsala (EGC, 2018)

Apprendre les relations de préférence et de co-occurrence entre les labels en classification multi-labels. - Khalil Laghmari; Christophe Marsala; Mohammed Ramdani 003 (EGC, 2018)

Physiological-Based Emotion Detection and Recognition in a Video Game Context. - Wenlu Yang; Maria Rifqi; Christophe Marsala; Andréa Pinna 001 (IJCNN, 2018)

Entropy and Monotonicity. - Bernadette Bouchon-Meunier; Christophe Marsala (IPMU (2), 2018)

Comparison-Based Inverse Classification for Interpretability in Machine Learning. - Thibault Laugel; Marie-Jeanne Lesot; Christophe Marsala; Xavier Renard; Marcin Detyniecki (IPMU (1), 2018)

A 2D-Approach Towards the Detection of Distress Using Fuzzy K-Nearest Neighbor. - Daniel Machanje; Joseph Onderi Orero; Christophe Marsala (IPMU (1), 2018)

Towards Better Understanding of Player's Game Experience. - Wenlu Yang; Maria Rifqi; Christophe Marsala; Andréa Pinna 001 (ICMR, 2018)

Detecting Potential Local Adversarial Examples for Human-Interpretable Defense. - Xavier Renard; Thibault Laugel; Marie-Jeanne Lesot; Christophe Marsala; Marcin Detyniecki (Nemesis/UrbReas/SoGood/IWAISe/GDM@PKDD/ECML, 2018)

Mining 3D-Structures: Subparts Extraction and Transfer Learning. - François Meunier; Christophe Marsala; Laurent Castanie (SMC, 2018)

Discovering Ordinal Attributes Through Gradual Patterns, Morphological Filters and Rank Discrimination Measures. - Christophe Marsala; Anne Laurent; Marie-Jeanne Lesot; Maria Rifqi; Arnaud Castelltort (SUM, 2018)

Defining Locality for Surrogates in Post-hoc Interpretablity. - Thibault Laugel; Xavier Renard; Marie-Jeanne Lesot; Christophe Marsala; Marcin Detyniecki (CoRR, 2018)

An adapted incremental graded multi-label classification model for recommendation systems. - Khalil Laghmari; Christophe Marsala; Mohammed Ramdani 003 (Prog. Artif. Intell., 2018)

The Dangers of Post-hoc Interpretability: Unjustified Counterfactual Explanations. - Thibault Laugel; Marie-Jeanne Lesot; Christophe Marsala; Xavier Renard; Marcin Detyniecki (IJCAI, 2019)

Unjustified Classification Regions and Counterfactual Explanations in Machine Learning. - Thibault Laugel; Marie-Jeanne Lesot; Christophe Marsala; Xavier Renard; Marcin Detyniecki (ECML/PKDD (2), 2019)

Data Driven Detection of Railway Point Machines Failures. - Iwo Doboszewski; Simon Fossier; Christophe Marsala (SSCI, 2019)

Distress Recognition from Speech Analysis: A Pairwise Association Rules-Based Approach. - Daniel Machanje; Joseph Onderi Orero; Christophe Marsala (SSCI, 2019)

Issues with post-hoc counterfactual explanations: a discussion. - Thibault Laugel; Marie-Jeanne Lesot; Christophe Marsala; Marcin Detyniecki (CoRR, 2019)

A proximal framework for fuzzy subspace clustering. - Arthur Guillon; Marie-Jeanne Lesot; Christophe Marsala (Fuzzy Sets Syst., 2019)

Polar Representation of Bipolar Information: A Case Study to Compare Intuitionistic Entropies. - Christophe Marsala; Bernadette Bouchon-Meunier (IPMU (1), 2020)

Entropy and monotonicity in artificial intelligence. - Bernadette Bouchon-Meunier; Christophe Marsala (Int. J. Approx. Reason., 2020)

Interpretable Monotonicities for Entropies of Intuitionistic Fuzzy Sets or Interval-valued Fuzzy Sets. - Christophe Marsala; Bernadette Bouchon-Meunier (IFSA/EUSFLAT/AGOP, 2021)

Building intuitionistic fuzzy sets in machine learning. - Christophe Marsala (WILF, 2021)

Prediction of the extubation outcome through Electrical Impedance Tomography measurements. - Vincent Janiak; Vincent Joussellin; Gwendoline Tallec; Christophe Marsala; Umar Saleem; Martin Dres; Andrea Pinna 001 (BioCAS, 2022)

Explainable Fuzzy Interpolative Reasoning. - Christophe Marsala; Bernadette Bouchon-Meunier (FUZZ-IEEE, 2022)

Theoretical and Experimental Study of a Complexity Measure for Analogical Transfer. - Fadi Badra; Marie-Jeanne Lesot; Aman Barakat; Christophe Marsala (ICCBR, 2022)

Harmonic Decomposition to Estimate Periodic Signals using Machine Learning Algorithms: Application to Helicopter Loads. - Caroline Del Cistia Gallimard; Frederic Beroul; Julien Denoulet; Konstanca Nikolajevic; Andréa Pinna 001; Bertrand Granado; Christophe Marsala (IJCNN, 2022)

Integrating Prior Knowledge in Post-hoc Explanations. - Adulam Jeyasothy; Thibault Laugel; Marie-Jeanne Lesot; Christophe Marsala; Marcin Detyniecki (IPMU (2), 2022)

Attribute Ranking with Bipolar Information. - Christophe Marsala (IPMU (1), 2022)

Intégration de connaissances dans les méthodes d'explications post-hoc. - Adulam Jeyasothy; Thibault Laugel; Marie-Jeanne Lesot; Christophe Marsala; Marcin Detyniecki (LFA, 2022)

Génération d'ensembles flous définis par intervalles pour l'apprentissage. - Christophe Marsala (LFA, 2022)

Interprétabilité des approches de raisonnement interpolatif flou. - Christophe Marsala; Bernadette Bouchon-Meunier (LFA, 2022)

Adding Semantics to Fuzzy Similarity Measures Through the d-Choquet Integral. - Christophe Marsala; Davide Petturiti; Barbara Vantaggi (ECSQARU, 2023)

Splitting Rules for Monotone Fuzzy Decision Trees. - Christophe Marsala; Davide Petturiti (EUSFLAT/AGOP, 2023)

Norms and Discrete Choquet Integrals Induced by Submodular Fuzzy Measures: A Discussion. - Agnès Rico; Marie-Jeanne Lesot; Christophe Marsala (EUSFLAT/AGOP, 2023)

Achieving Diversity in Counterfactual Explanations: a Review and Discussion. - Thibault Laugel; Adulam Jeyasothy; Marie-Jeanne Lesot; Christophe Marsala; Marcin Detyniecki (FAccT, 2023)

Knowledge Integration in XAI with Gödel Integrals. - Adulam Jeyasothy; Agnès Rico; Marie-Jeanne Lesot; Christophe Marsala; Thibault Laugel (FUZZ, 2023)

Dynamic Interpretability for Model Comparison via Decision Rules. - Adam Rida; Marie-Jeanne Lesot; Xavier Renard; Christophe Marsala (PKDD/ECML Workshops (1), 2023)

A general framework for personalising post hoc explanations through user knowledge integration. - Adulam Jeyasothy; Thibault Laugel; Marie-Jeanne Lesot; Christophe Marsala; Marcin Detyniecki (Int. J. Approx. Reason., 2023)

Détection d'anomalies textuelles par ensemble d'autoencodeurs robustes. - Jérémie Pantin; Christophe Marsala (EGC, 2024)

A Maximin Approach to Elicit Gödel Integral in an XAI Context. - Agnès Rico; Marie-Jeanne Lesot; Christophe Marsala (FUZZ, 2024)

Interpreting Fuzzy Decision Trees with Probability-Possibility Mixtures. - Didier Dubois; Romain Guillaume; Christophe Marsala; Agnès Rico (IPMU (3), 2024)

Entropic Regularization Schemes for Learning Fuzzy Similarity Measures Based on the d-Choquet Integral. - Christophe Marsala; Davide Petturiti; Barbara Vantaggi (SUM, 2024)

User's Preference Modelling with Gödel Integral. - Agnès Rico; Marie-Jeanne Lesot; Christophe Marsala (SUM, 2024)

A Robust Autoencoder Ensemble-Based Approach for Anomaly Detection in Text. - Jérémie Pantin; Christophe Marsala (CoRR, 2024)

Towards Probabilistic Entropies for Interval Valued Fuzzy Sets. - Christophe Marsala; Bernadette Bouchon-Meunier (EUSFLAT (1), 2025)

Metric assessment protocol in the context of answer fluctuation on MCQ tasks. - Ekaterina Goliakova; Xavier Renard; Marie-Jeanne Lesot; Thibault Laugel; Christophe Marsala; Marcin Detyniecki (CoRR, 2025)