F. Badra, E. Marquer, M.‑J. Lesot, M. Couceiro, D. Leake : “EnergyCompress: A General Case Base Learning Strategy”, 34th International Joint Conference on Artificial Intelligence (IJCAI 2025), Montreal, Canada (2025)
Y. Munro, C. Sarmiento, I. Bloch, G. Bourgne, C. Pelachaud, M.‑J. Lesot : “An Action Language-Based Formalisation of an Abstract Argumentation Framework”, PRIMA 2024: Principles and Practice of Multi-Agent Systems, vol. 15395, Lecture Notes in Computer Science, Kyoto, Japan, pp. 155-171, (Springer Nature Switzerland), (ISBN: 978-3-031-77367-9) (2025)
M. Bhan, J.‑N. Vittaut, N. Chesneau, M.‑J. Lesot : “Self-AMPLIFY: Improving Small Language Models with Self Post Hoc Explanations”, Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, Miami, FL, United States, pp. 10974-10991, (Association for Computational Linguistics) (2024)
G. Smits, M.‑J. Lesot : “COPILS: COmParIson of Linguistic Summaries”, Information Processing and Management of Uncertainty in Knowledge-Based Systems, Proceedings, vol. 1, Lisboa, Portugal, pp. 38-50 (2024)
G. Smits, M.‑J. Lesot, O. Pivert, M. Reformat : “Diversifying top-k Answers in a Query by Example Setting”, Flexible Query Answering Systems, vol. 14113, Lecture Notes in Computer Science, Palma de Mallorca, Spain, pp. 15-26, (Springer Nature Switzerland), (ISBN: 978-3-031-42935-4) (2023)
E. Marquer, F. Badra, M.‑J. Lesot, M. Couceiro, D. Leake : “Less is Better: An Energy-Based Approach to Case Base Competence”, Proceedings of the Workshops at the 31st International Conference on Case-Based Reasoning (ICCBR-WS 2023)co-located with the 31st International Conference on Case-Based Reasoning (ICCBR 2023), vol. 3438, Aberdeen, United Kingdom, pp. 27-42, (CEUR) (2023)
A. Jeyasothy, Th. Laugel, M.‑J. Lesot, Ch. Marsala, M. Detyniecki : “Integrating Prior Knowledge in Post-hoc Explanations”, Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU'2022), vol. 1602, Communications in Computer and Information Science, Milan, Italy, pp. 707â719, (Springer) (2022)
B. Bouchon‑Meunier, A. Laurent, M.‑J. Lesot : “XAI: a Natural Application Domain for Fuzzy Set Theory”, chapter in Women in Computational Intelligence, Key Advances and Perspectives on Emerging Topics, Women in Engineering and Science (WES), pp. 23-49, (Springer), (ISBN: 978-3-030-79091-2) (2022)
A. Faci, M.‑J. Lesot, C. Laudy : “Fuzzy Conceptual Graphs: a comparative discussion”, IEEE Symposium Series on Computational Intelligence, Foundations of Computational Intelligence (IEEE SSCI-FOCI 2021), Orlando, Florida, United States (2021)
G. Smits, M.‑J. Lesot, O. Pivert, R. Yager : “Flexible Querying using Disjunctive Concepts”, International Conference on Flexible Query Answering Systems, Bratislava, Slovakia (2021)
A. Faci, M.‑J. Lesot, C. Laudy : “CG2A: Conceptual Graphs Generation Algorithm”, Joint Proceedings of the 19th World Congress of the International Fuzzy Systems Association (IFSA), the 12th Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT), and the 11th International Summer School on Aggregation Operators (AGOP), Bratislava, Slovakia, pp. 63-70, (Atlantis Press) (2021)
A. Faci, M.‑J. Lesot, C. Laudy : “cgSpan: Pattern Mining in Conceptual Graphs”, Int. Conf. on Artificial Intelligence and Soft Computing (ICAISC2021), vol. 12855, Lecture Notes in Computer Science, Zakopane, Poland, pp. 149-158, (Springer) (2021)
C. Bove, J. Aigrain, M.‑J. Lesot, Ch. Tijus, M. Detyniecki : “Contextualising local explanations for non-expert users: an XAI pricing interface for insurance”, Joint Proceedings of the ACM IUI 2021 Workshops co-located with 26th ACM Conference on Intelligent User Interfaces (ACM IUI 2021), vol. 2903, CEUR Workshop Proceedings, College Station, United States, (CEUR-WS.org) (2021)
Th. Laugel, M.‑J. Lesot, Ch. Marsala, X. Renard, M. Detyniecki : “The Dangers of Post-hoc Interpretability: Unjustified Counterfactual Explanations”, Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, {IJCAI-19}, Macao, Macao, pp. 2801-2807, (International Joint Conferences on Artificial Intelligence Organization) (2019)
M. Lenart, A. Bielecki, M.‑J. Lesot, T. Petrisor, A. Revault D'Allonnes : “Trust Dynamics: A Case-study on Railway Sensors”, SENSORNETS 2019 - 8th International Conference on Sensor Networks, Prague, Czechia (2019)
X. Renard, Th. Laugel, M.‑J. Lesot, Ch. Marsala, M. 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), Dublin, Ireland (2018)
Th. Laugel, X. Renard, M.‑J. Lesot, Ch. Marsala, M. Detyniecki : “Defining Locality for Surrogates in Post-hoc Interpretablity”, Workshop on Human Interpretability for Machine Learning (WHI) - International Conference on Machine Learning (ICML), Stockholm, Sweden (2018)
M. Lenart, A. Bielecki, M.‑J. Lesot, T. Petrisor, A. Revault D'Allonnes : “Dynamic Trust Scoring of Railway Sensor Information”, ICAISC 2018 - 17th International Conference on Artificial Intelligence and Soft Computing, vol. 10842, Lecture Notes in Computer Science, Zakopane, Poland, pp. 579-591, (Springer) (2018)
Th. Laugel, M.‑J. Lesot, Ch. Marsala, X. Renard, M. 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), Information Processing and Management of Uncertainty in Knowledge-Based Systems. Theory and Foundations, Cadix, Spain, pp. 100-111, (Springer Verlag) (2018)
G. Smits, M.‑J. Lesot, O. Pivert : “Vocabulary Elicitation for Informative Descriptions of Classes”, joint 17th World Congress of International Fuzzy Systems Association and 9th International Conference on Soft Computing and Intelligent Systems (IFSA-SCSI'17), Otsu, Japan (2017)
B. Legastelois, M.‑J. Lesot, A. Revault D'Allonnes : “Typology of Axioms for a Weighted Modal Logic”, International Journal of Approximate Reasoning, vol. 90, pp. 341-358, (Elsevier) (2017)
B. Legastelois, M.‑J. Lesot, A. Revault D'Allonnes : “A Fuzzy Take on Graded Beliefs”, Advances in Fuzzy Logic and Technology 2017, vol. 642, Advances in Intelligent Systems and Computing, Varsovie, Poland, pp. 392-404, (Springer) (2017)
B. Legastelois, M.‑J. Lesot, A. Revault D'Allonnes : “Belief, semi-belief and unbelief”, Non-classical logics. Theory and applications, ĆĂłdĆș, Poland (2016)
B. Legastelois, M.‑J. Lesot, A. Revault D'Allonnes : “Negation of graded beliefs”, Int. Conf. on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU 2016, Eindhoven, Netherlands (2016)
M. Canu, M.‑J. Lesot, A. Revault D'Allonnes : “Vertex-centred Method to Detect Communities in Evolving Networks”, Proceedings of the 5th International Workshop on Complex Networks and their Applications (COMPLEX NETWORKS 2016), vol. 683, Studies in Computational Intelligence, Milan, Italy, pp. 275-286, (Springer International Publishing) (2016)
A. Guillon, M.‑J. Lesot, Ch. Marsala, N. Pal : “Proximal Optimization for Fuzzy Subspace Clustering”, Information Processing and Management of Uncertainty in Knowledge-Based Systems 16th International Conference, IPMU 2016, Eindhoven, The Netherlands, June 20-24, 2016, Proceedings, Part I, vol. 610, Communications in Computer and Information Science, Eindhoven, Netherlands, pp. 675-686 (2016)
A. Laurent, M.‑J. Lesot, M. Rifqi : “Extraction de motifs graduels emergents”, Rencontres francophones sur la Logique Floue et ses Applications, Poitiers, France, (CEPADUES) (2015)
G. Moyse, M.‑J. Lesot, B. Bouchon‑Meunier : “Oppositions in Fuzzy Linguistic Summaries”, FUZZ-IEEE'15 - IEEE International Conference on Fuzzy Systems, Istanbul, TĂŒrkiye, pp. 1-8, (IEEE) (2015)
B. Legastelois, M.‑J. Lesot, A. Revault D'Allonnes : “Typology of axioms for a weighted modal logic”, Proc. Workshop on Weighted Logics for Artifical Intelligence, WL4AI, IJCAI 2015, Buenos Aires, Argentina, pp. 40-47 (2015)
A. Laurent, M.‑J. Lesot, M. Rifqi : “Mining Emerging Gradual Patterns”, Joint 16th World Congress of the International Fuzzy Systems Association and 9th Conference of the European Society for Fuzzy Logic and Technology, Gijon, Spain (2015)
Ch. Borgelt, Ch. Braune, M.‑J. Lesot, R. Kruse : “Handling noise and outliers in fuzzy clustering”, chapter in Fifty Years of Fuzzy Logic and its Applications, vol. 326, Studies in Fuzziness and Soft Computing, pp. 315-336, (Springer) (2015)
A. Revault D'Allonnes, M.‑J. Lesot : “Formalising Information Scoring in a Multivalued Logic Framework”, Information Processing and Management of Uncertainty in Knowledge-Based Systems, vol. 442, Communications in Computer and Information Science, Montpellier, France, pp. 314-324, (Springer) (2014)
G. Smits, O. Pivert, M.‑J. Lesot : “A vocabulary revision method based on modality splitting”, 15th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU'14), vol. 444, Communications in Computer and Information Science, Montpellier, France, pp. 140-149, (Springer) (2014)
A. Oudni, M.‑J. Lesot, M. Rifqi : “Accelerating Effect of Attribute Variations: Accelerated Gradual Itemsets Extraction”, International conference on Information Processing and Management of Uncertainty in knowledge-based systems, IPMU 2014, vol. 443, Communications in Computer and Information Science, Montpellier, France, pp. 395-404, (Springer) (2014)
G. Moyse, M.‑J. Lesot : “Fast and Incremental Erosion Score Computation”, IPMU 2014 - International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, vol. 442, Communications in Computer and Information Science, Montpellier, France, pp. 376-385, (Springer) (2014)
F. Dzogang, Ch. Marsala, M.‑J. Lesot, M. Rifqi : “An Ellipsoidal K-Means for Document Clustering”, IEEE 12th International Conference on Data Mining (ICDM 2012), Bruxelles, Belgium, pp. 221-230, (IEEE) (2012)
M. Damez, M.‑J. Lesot, A. Revault D'Allonnes : “Dynamic Credit-Card Fraud Profiling”, Proceedings of the 9th International Conference on Modeling Decisions for Artificial Intelligence (MDAI), vol. 7647, Lecture Notes in Computer Science, Girona, Catalonia, Spain, pp. 234-245, (Springer) (2012)
M.‑J. Lesot, Th. Delavallade, F. Pichon, H. Akdag, B. Bouchon‑Meunier, Ph. Capet : “Proposition of a semi-automatic possibilistic information scoring process”, Proc. of the 7th Conf. of the European Society for Fuzzy Logic and Technology (EUSFLAT-2011) and LFA-2011, Aix-les-Bains, France, pp. 949-956, (Atlantis Press) (2011)
M.‑J. Lesot, M. Rifqi : “Order-based Equivalence Degrees for Similarity and Distance Measures”, International conference on Information Processing and Management of Uncertainty in knowledge-based systems, IPMU 2010, vol. 6178, Lecture Notes in Computer Science, Dortmund, Germany, pp. 19-28, (Springer) (2010)
B. Bouchon‑Meunier, G. Coletti, M.‑J. Lesot, M. Rifqi : “Towards a conscious choice of a fuzzy similarity measure: a qualitative point of view”, International conference on Information Processing and Management of Uncertainty in knowledge-based systems, IPMU 2010, vol. 6178, Lecture Notes in Computer Science, Dortmund, Germany, pp. 1-10, (Springer) (2010)
A. Laurent, M.‑J. Lesot, M. Rifqi : “GRAANK: Exploiting Rank Correlations for Extracting Gradual Itemsets”, 8th International Conference on Flexible Query Answering Systems (FQAS), vol. 5822, Lecture Notes in Computer Science, Roskilde, Denmark, pp. 382-393, (Springer-Verlag) (2009)
B. Bouchon‑Meunier, G. Coletti, M.‑J. Lesot, M. Rifqi : “Towards a conscious choice of a similarity measure: a qualitative point of view”, 10th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU 2009), vol. 5590, Lecture Notes in Computer Science, Verona, Italy, pp. 542-553, (Springer) (2009)
B. Bouchon‑Meunier, M.‑J. Lesot, M. Rifqi : “Similarities in fuzzy data mining: from a cognitive view to real-world applications”, Computational Intelligence: Research Frontiers - IEEE World Congress on Computational Intelligence, WCCI 2008, vol. 5050, Lecture Notes in Computer Science, Hong Kong, China, pp. 349-367, (Springer) (2008)
M. Rifqi, M.‑J. Lesot, M. Detyniecki : “Fuzzy order-equivalence for similarity measures”, 27th North American Fuzzy Information Processing Society Annual Meeting, NAFIPS 2008, New York, United States, pp. 1-6, (IEEE) (2008)
O. Couchariere, M.‑J. Lesot, B. Bouchon‑Meunier : “Consistency checking for extended description logics”, Proc. of the 21st International Workshop on Description Logics (DL 2008), vol. 353, CEUR-WS, Dresden, Germany, (CEUR) (2008)
N. Labroche, M.‑J. Lesot, L. Yaffi : “A new web usage mining and visualization tool”, IEEE International Conference on Tools with Artificial Intelligence (ICTAI), Patras, Greece, pp. 321-328, (IEEE) (2007)
B. Bouchon‑Meunier, M. Detyniecki, M.‑J. Lesot, Ch. Marsala, M. Rifqi : “Real world fuzzy logic applications in data mining and information retrieval”, chapter in Fuzzy Logic - A Spectrum of Theoretical and Practical Issues, vol. 215, Studies in Fuzziness and Soft Computing, pp. 219-247, (Springer), (ISBN: 978-3540712572) (2007)
2006
Ch. Döring, M.‑J. Lesot, R. Kruse : “Data Analysis with fuzzy clustering methods”, Computational Statistics and Data Analysis, vol. 51 (1), pp. 192-214, (ISBN: 0167-9473) (2006)
M.‑J. Lesot : “Typicality-based clustering”, Int. Journal of Information Technology and Intelligent Computing, vol. 1 (2), pp. 279-292 (2006)
F. Rehm, M.‑J. Lesot, F. Klawonn, R. Kruse : “Prediction of aircraft flight duration”, Proc. of the 11th IFAC Symposium on Control in Transportation Systems, Delft (2006)
M.‑J. Lesot, L. Mouillet, B. Bouchon‑Meunier : “Fuzzy prototypes based on typicality degrees”, Proc. of Fuzzy Days'04, vol. 33, Advances on Soft Computing, Dortmund, Germany, pp. 125-138, (Springer) (2004)
M.‑J. Lesot, B. Bouchon‑Meunier : “Cluster characterization through a representativity measure”, FQAS 2004 - 6th International Conference on Flexible Query Answering Systems, vol. 3055, Lecture Notes in Computer Science, Lyon, France, pp. 446-458, (Springer) (2004)