Publications de Mathieu SERRURIER
Nicolas Hug, Henri Prade, Gilles Richard, Mathieu Serrurier
Analogical proportion-based methods for recommendation – First investigations
Fuzzy Sets and Systems, 2018, 366, pp.110-132. ⟨10.1016/j.fss.2018.11.007⟩
Mathieu Serrurier, Henri Prade
An informational distance for estimating the faithfulness of a possibility distribution, viewed as a family of probability distributions, with respect to data
Dans : International Journal of Approximate Reasoning (IJAR), Elsevier, Vol. 54, p. 919-933, 2013.
Myriam Bounhas, Khaled Mellouli, Henri Prade, Mathieu Serrurier
Possibilistic classifiers for numerical data
Dans : Soft Computing, Springer-Verlag, Heidelberg, Allemagne, Vol. 17 N. 5, p. 733-751, 2013.
Mathieu Serrurier, Henri Prade
Improving inductive logic programming by using simulated annealing
Dans : Information Sciences, Elsevier, Vol. 178, p. 1423-1441, 2008.
Henri Prade, Mathieu Serrurier
Bipolar version space learning
Dans : International Journal of Intelligent Systems, Wiley, Numéro spécial Bipolar Representations of Information and Preference (Part 2: reasoning and learning), Vol. 23 N. 10, p. 1135-1152, 2008.
Leila Amgoud, Mathieu Serrurier
Agents that argue and explain classifications
Dans : International Journal of Autonomous Agents and Multi-Agent Systems, Springer, Vol. 16 N. 2, p. 187-209, mars 2008.
Mathieu Serrurier, Henri Prade
Introducing possibilistic logic in ILP for dealing with exceptions
Dans : Artificial Intelligence, Elsevier, Vol. 171, p. 939-950, 2007.
Mathieu Serrurier, Henri Prade
Improving expressivity of inductive logic programming by learning different kinds of fuzzy rules
Dans : Soft Computing, Springer-Verlag, Heidelberg, Allemagne, Vol. 11 N. 5, p. 459-466, 2007.
Résumé Accès : http://www.irit.fr/publis/ADRIA/SoftComputingSerP.pdf
BibTeXMathieu Serrurier, Didier Dubois, Henri Prade, Thomas Sudkamp
Learning fuzzy rules with their implication operators
Dans : Data and Knowledge Engineering (DKE), Elsevier, Vol. 60, p. 71-89, 2007.
Louis Béthune, Thibaut Boissin, Mathieu Serrurier, Franck Mamalet, Corentin FRIEDRICH, Alberto González-Sanz
Pay attention to your loss: understanding misconceptions about 1-Lipschitz neural networks
Advances in Neural Information Processing Systems, Nov 2022, New Orleans, United States. ⟨10.48550/arXiv.2104.05097⟩
Mathieu Serrurier, Franck Mamalet, Alberto González-Sanz, Thibaut Boissin, Jean-Michel Loubes, Eustasio del Barrio
Achieving robustness in classification using optimal transport with hinge regularization
Conference on Computer Vision and Pattern Recognition, Jun 2021, Virtuel, Canada. ⟨10.1109/CVPR46437.2021.00057⟩
Eduardo Hugo Sanchez, Mathieu Serrurier, Mathias Ortner
Learning Disentangled Representations via Mutual Information Estimation
16th European Conference on Computer Vision – ECCV 2020, Aug 2020, online, France. pp.205-221, ⟨10.1007/978-3-030-58542-6_13⟩
Nicolas Hug, Henri Prade, Gilles Richard, Mathieu Serrurier
Analogical Classifiers: A Theoretical Perspective (regular paper)
Dans : European Conference on Artificial Intelligence (ECAI 2016), The Hague, 29/08/16-02/09/16, IOS Press, (en ligne), septembre 2016.
Résumé Accès : http://ebooks.iospress.com/volumearticle/44815 – https://oatao.univ-toulouse.fr/18959/
BibTeXDenis Pallez, Mathieu Serrurier, Célia Costa Pereira, Giovanni Fusco
Social Specialization of Space: Clustering Households on the French Riviera (short paper)
Dans : Genetic and Evolutionary Computation COnference (GECCO 0201), Madrid, Spain, 05/07/01-11/07/15, ACM : Association for Computing Machinery, p. 1447-1448, 2015.
Mathieu Serrurier, Henri Prade
Entropy evaluation based on confidence intervals of frequency estimates : Application to the learning of decision trees (regular paper)
Dans : International Conference on Machine Learning (ICML 2015), Lille France, 06/07/15-11/07/15, Vol. 37, Francis Bach, David Blei (Eds.), Microtome Publishing, p. 1576-1584, juillet 2015.
Accès : http://jmlr.org/proceedings/papers/v37/serrurier15.html – https://oatao.univ-toulouse.fr/19010/
BibTeXGwenael Bothorel, Mathieu Serrurier, Christophe Hurter
Visualization of Frequent Itemsets with Nested Circular Layout and Bundling Algorithm (regular paper)
Dans : ISVC Advances in Visual Computing, Rethymnon, Crete, Greece, 29/07/13-31/07/13, Springer, p. 396-405, juillet 2014.
Mathieu Serrurier, Henri Prade
A Scalable Learning Algorithm for Kernel Probabilistic Classifier (regular paper)
Dans : International Conference on Scalable Uncertainty Management (SUM 2013), Washington, DC, USA, 13/09/13-18/09/13, Springer-Verlag, p. 297-310, septembre 2013.
Mohammad Ghasemi Hamed, David Gianazza, Mathieu Serrurier, Nicolas Durand
Statistical prediction of aircraft trajectory: regression methods vs point-mass model (regular paper)
Dans : USA/Europe Air Traffic Management Research and Development Seminar, Chicago, 10/06/13-13/06/13, ATM Seminar, (en ligne), 2013.
Résumé Accès : http://www.atmseminar.org – https://oatao.univ-toulouse.fr/12496/
BibTeXMohammad Ghasemi Hamed, Mathieu Serrurier, Nicolas Durand
Possibilistic KNN Regression Using Tolerance Intervals (regular paper)
Dans : Advanced Methods in Artificial Intelligence (IPMU 2012), Catania, Italy, 09/07/12-13/07/12, Springer, p. 410-419, 2012.
Mathieu Serrurier, Henri Prade
Classification Based on Possibilistic Likelihood (regular paper)
Dans : Advanced Methods in Artificial Intelligence (IPMU 2012), Catania, Italy, 09/07/12-13/07/12, Springer, p. 420-429, 2012.
Myriam Bounhas, Henri Prade, Mathieu Serrurier, Khaled Mellouli
A Possibilistic Rule-Based Classifier (regular paper)
Dans : Advanced Methods in Artificial Intelligence (IPMU 2012), Catania, Italy, 09/07/12-13/07/12, Springer, p. 21-31, 2012.
Mohammad Ghasemi Hamed, Mathieu Serrurier, Nicolas Durand
Simultaneous Interval Regression for K-Nearest Neighbor (regular paper)
Dans : Australian Conference on Artificial Intelligence (AI 2012), Australie, 04/01/12-07/01/12, Springer, p. 602-613, décembre 2012.
Mohammad Ghasemi Hamed, Mathieu Serrurier, Nicolas Durand
Representing Uncertainty by Possibility Distributions Encoding Confidence Bands, Tolerance and Prediction Intervals (regular paper)
Dans : International Conference on Scalable Uncertainty Management (SUM 2012), Marburg, Germany, 17/09/12-19/09/12, Eyke H{\, Sebastian Link, Thomas Fober , Bernhard Seeger (Eds.), Springer, p. 233-246, 2012.
Mathieu Serrurier, Henri Prade
Imprecise Regression Based on Possibilistic Likelihood (regular paper)
Dans : International Conference on Scalable Uncertainty Management (SUM 2011), Dayton, OH, USA, 11/10/11-13/10/11, Salem Benferhat, John Grant (Eds.), Springer, p. 447-459, octobre 2011.
Gwenael Bothorel, Mathieu Serrurier, Christophe Hurter
Utilisation d’outils de Visual Data Mining pour l’exploration d’un ensemble de règles d’association (short paper)
Dans : Conférence Francophone sur l’Interaction Homme-Machine (IHM 2011), Nice Sophia Antipolis, 24/10/11-27/10/11, ACM : Association for Computing Machinery, (support électronique), octobre 2011.
Mathieu Serrurier, Henri Prade
Maximum-likelihood principle for possibility distributions viewed as families of probabilities. (regular paper)
Dans : IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2011), Taipei, Taiwan, 27/06/11-30/06/11, IEEE : Institute of Electrical and Electronics Engineers, p. 2987-2993, 2011.
Résumé Accès : http://ieeexplore.ieee.org/xpls/abs_all.jsp?tp=&arnumber=6007527
BibTeXMyriam Bounhas, Henri Prade, Mathieu Serrurier, Khaled Mellouli
Possibilistic Classifiers for Uncertain Numerical Data (regular paper)
Dans : European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU 2011), Belfast, 29/06/11-01/07/11, Vol. LNAI 6717, Weiru Liu (Eds.), Springer, p. 434-446, 2011.
Résumé Accès : http://www.informatik.uni-trier.de/~ley/db/conf/ecsqaru/ecsqaru2011.html
BibTeXChristophe Hurter, Mathieu Serrurier, Roland Alonso, Gilles Tabart, Jean-Luc Vinot
An automatic generation of metro-like maps to display Flight Routes for Air Traffic Controllers: structure and color optimization. (regular paper)
Dans : Advanced Visual Interfaces (AVI 2010), Roma, Italy,, 25/05/10-29/05/10, ACM : Association for Computing Machinery, p. 233-240, 2010.
Henri Prade, Mathieu Serrurier
Why Imprecise regression: a discussion (regular paper)
Dans : International Conference on Soft Methods in Probability and Statistics (SMPS 2010), Oviedo (Espagne), 28/09/10-01/10/10, Springer, Advances in Intelligent and Soft Computing 77, p. 527-535, 2010.
Myriam Bounhas, Khaled Mellouli, Henri Prade, Mathieu Serrurier
FromBayesian classifiers to possibilistic classifiers for numerical data (regular paper)
Dans : International Conference on Scalable Uncertainty Management (SUM 2010), Toulouse, France, 27/09/10-29/09/10, Amol Deshpande, Anthony Hunter (Eds.), Springer, LNAI 6379, p. 112-125, 2010.
Mathieu Serrurier, Sylvain Neswadba, Jean-Paul Imbert
Increasing Air Traffic Control simulations realism through voice transformation
Dans : Audio Mostly, Glasgow, Ecosse, 02/09/09-03/09/09.
Mathieu Serrurier, Henri Prade
Making regression imprecise for providing a better representation of precise data
Dans : Second workshop of the ERCIM working group on Computing ans Statistics (ERCIM09), Limassol (Chypre), 29/10/09-31/10/09.
Christophe Hurter, Mathieu Serrurier, Gilles Tabart, Jean-Luc Vinot
Génération et placement de couleurs sur une vue de type métro (short paper)
Dans : Conférence Francophone sur l’Interaction Homme-Machine (IHM 2009), Grenoble, France, 13/10/09-16/10/09, ACM : Association for Computing Machinery, p. 55-58, octobre 2009 (Best Short Paper).
Henri Prade, Agnès Rico, Mathieu Serrurier, Eric Raufaste
Elicitating sugeno integrals: methodology and a case study (regular paper)
Dans : European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU 2009), Verona (Italy), 01/07/09-03/07/09, Claudio Sossai, Gaetano Chemello (Eds.), Springer, p. 712-723, 2009.
Résumé Accès : http://www.springerlink.com/content/x7k084664170/
BibTeXHenri Prade, Agnès Rico, Mathieu Serrurier
Elicitation of Sugeno integrals: A version space learning perpective
Dans : International Symposium on Methodologies for Intelligent Systems (ISMIS 2009), Prague (République Tchèque), 14/09/09-17/09/09, Jan Rauch, Zbigniew Ras, Petr Berka, Tapio Elomaa (Eds.), Springer, Lecture Notes in Artificial Intelligence (LNAI) 5722, p. 392-401, 2009.
Mathieu Serrurier, Mathieu Raynal
Learning Fitts law with imprecise regression
Dans : Annual Meeting of the North American Fuzzy Information Processing Society (NAFIPS 2008), New York, 19/05/08-22/05/08, IEEExplore digital library, long paper, p. 1-6, mai 2008.
Mathieu Serrurier, Henri Prade
A general framework for imprecise regression
Dans : IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2007), London (UK), 23/07/07-26/07/07, IEEE : Institute of Electrical and Electronics Engineers, p. 1597-1602, 2007.
Mathieu Raynal, Mathieu Serrurier
Loi de Fitts : prédiction du temps de pointage sous forme d’ensembles flous
Dans : Conférence Francophone sur l’Interaction Homme-Machine (IHM 2007), IRCAM, Paris, 13/11/07-15/11/07, ACM Press, long paper, p. 3-10, 2007.
Leila Amgoud, Mathieu Serrurier
Arguing and explaining classifications
Dans : International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2007), Honolulu, Hawai’i, 14/05/07-18/05/07, Onn Sheory, Michael Huhns (Eds.), ACM Press, p. 979-985, mai 2007.
Mathieu Serrurier, Henri Prade
Imprecise regression and regression on fuzzy data A preliminary discussion
Dans : IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2006), Vancouver, Canada, 16/07/06-21/07/06, IEEE : Institute of Electrical and Electronics Engineers, (support électronique), 2006.
Mathieu Serrurier, Didier Dubois, Henri Prade
“Super increasing sequences and learning of default rules”
Dans : Proc. of the 11th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU’06), Paris, France, 02/07/06-07/07/06.
Mathieu Serrurier, Henri Prade
Gérer les exceptions en programmation logique inductive multiclasse avec la logique possibiliste
Dans : Congrès Francophone de Reconnaissance des Formes et Intelligence Artificielle (RFIA 2006), tours, france, 25/01/06-27/01/06, Association Française pour la Reconnaissance et l’Interprétation des Formes (AFRIF), (en ligne), 2006.
Résumé Accès : http://www.afrif.asso.fr/archive/rfia2006/
BibTeXHenri Prade, Mathieu Serrurier
Version Space Learning for Possibilistic Hypotheses
Dans : European Conference on Artificial Intelligence (ECAI 2006), Riva del Garda, Italy, 29/08/06-01/09/06, G. Brewka, S. Coradeschi, A. Perini, P. Traverso (Eds.), IOS Press, p. 801-802, 2006.
Leila Amgoud, Mathieu Serrurier
An Argumentation Framework for Concept Learning
Dans : International Workshop on Non-Monotonic Reasoning (NMR 2006), Lake District, UK, 30/05/06-01/06/06, Clausthal University of Technology, (en ligne), mai 2006.
Mathieu Serrurier, Henri Prade
Coping with exceptions in multiclass ILP problems using possibilistic logic (Poster paper)
Dans : Proc. of the 9th International Joint Conference on Artificiel Intelligence (IJCAI’05), Edinburgh, Scotland, 30/07/05-05/08/05, Gallus, p. 1761-1762, juillet 2005.
Mathieu Serrurier, Henri Prade
Possibilistic inductive logic programming
Dans : European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU’05) – LNAI 3571, Barcelone, 06/07/05-08/07/05, L. Godo (Eds.), Springer-Verlag, Berlin Heidelberg, p. 675-686, juillet 2005.
Mathieu Serrurier, Thomas Sudkamp, Didier Dubois, Henri Prade
Fuzzy inductive logic programming: learning fuzzy rules with their implication
Dans : IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2005), Reno, Nevada, 22/05/05-25/05/05, IEEE : Institute of Electrical and Electronics Engineers, p. 613-618, mai 2005.
Henri Prade, Mathieu Serrurier
Getting adaptability or expressivity in inductive logic programming by using fuzzy predicates
Dans : Proc. of the International Conference on Fuzzy Systems, Budapest, Hungary, 25/07/04-29/07/04, IEEE, p. 73-77, juillet 2004.
Mathieu Serrurier, Henri Prade, Thomas Sudkamp, Didier Dubois, Gilles Richard
Learning first order fuzzy rules with their implication operator
Dans : proc. of the 10th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU’04), Perugia, Italy, 04/07/04-09/07/04.
Mathieu Serrurier, Henri Prade, Gilles Richard
A simulated annealing framework for ILP
Dans : Proc. of the 14th International Conference (ILP’04), LNAI 3194, Porto, Portugal, Springer, p. 289-304, septembre 2004.
Mathieu Serrurier, Henri Prade
Les avantages de la discrétisation floue dans l’apprentissage de règles
Dans : Conférence d’Apprentissage (CAP’04), Montpellier, France, 14/06/04-16/06/04.
Henri Prade, Gilles Richard, Mathieu Serrurier
Enrichir la programmation logique inductive avec des prédicats flous
Dans : Actes du 14ème Congrès « Reconnaissance des Formes et Intelligence Artificielle » (RFIA’04), Toulouse, France, 28/01/04-30/01/04, ., p. 319-327, janvier 2004.
Didier Dubois, Sylvain Lavalley, Henri Prade, Mathieu Serrurier, Thomas Sudkamp
Apprentissage du type de règle floue le plus pertinent
Dans : Actes Rencontres Francophones sur la Logique Floue et ses Applications (LFA’2003), Tours, France, 26/11/03-27/11/03, Cepadues-Editions, p. 81-88, novembre 2003.
Mathieu Serrurier, Henri Prade, Gilles Richard
Using simulated annealing in ILP
Dans : Short Presentations at the Thirteenth International Conference on Inductive Logic Programming, Szeged, Hungary, 29/09/03-01/10/03.
Henri Prade, Gilles Richard, Mathieu Serrurier
Enriching relational learning with fuzzy predicates
Dans : Proc. of the 7th European Conference on Principles and Pratice of Knowledge Discovery in Databases, PKDD 2003, Cavtat-Dubrovnik, Croatia, N. Lavrac, D. Gamberger, L. Todorovski, H. Blockeel (Eds.), LNAI 2838, Springer, p. 399-410, septembre 2003.
Henri Prade, Gilles Richard, Mathieu Serrurier
Learning first order fuzzy logic rules
Dans : Proc. of the 10th International Fuzzy Systems Association World Congress on Fuzzy Sets and Systems – IFSA 2003, Istanbul, Turkey, 30/06/03-02/07/03, LNAI 2715, Springer-Verlag, p. 702-709, juin 2003.
Henri Prade, Gilles Richard, Mathieu Serrurier
On the induction of different kinds of first-order fuzzy rules
Dans : proc. of the 7th European Conference on Symbolic and Quantitative Approaches to Reasonning with Uncertainty, ECSQARU 2003, Aalborg, Danmark, 02/07/03-05/07/03, T. D. Nielsen, N. L. Zhang (Eds.), LNAI 2711, Springer-Verlag, p. 370-381, juillet 2003.
Didier Dubois, Henri Prade, Gilles Richard, Mathieu Serrurier
Stratified induction in possibilistic logic
Dans : Proc. of the Ninth International Conference, Information Processing and Management of Uncertainty in Knowledge-based Systems(IPMU 2002), Annecy- France, 01/06/02-05/07/02, ESIA-Université de Savoie, p. 617-623, juin 2002.
Leila Amgoud, Mathieu Serrurier
Arguing and explaining classifications
Dans : Argumentation in Multi-Agent Systems. Iyad Rahwan, Simon Parsons, Chris Reed (Eds.) , Springer-Verlag, p. 164-177, Vol. 4946, LNAI, mars 2008.
Machine learning and possibility theory: application to model selection and approximation
Habilitation à diriger des recherches, Université Paul Sabatier, décembre 2015.
Programmation logique inductive floue et possibiliste
Thèse de doctorat, Université Paul Sabatier, décembre 2005.
Mathieu Serrurier, Franck Mamalet, Thomas Fel, Louis Béthune, Thibaut Boissin
On the explainable properties of 1-Lipschitz Neural Networks: An Optimal Transport Perspective
2023
Louis Béthune, Thomas Masséna, Thibaut Boissin, Corentin Friedrich, Franck Mamalet, Aurélien Bellet, Mathieu Serrurier, David Vigouroux
DP-SGD Without Clipping: The Lipschitz Neural Network Way
2023
Eduardo Hugo Sanchez, Mathieu Serrurier, Mathias Ortner
Mutual Information Measure for Image Segmentation Using Few Labels
2023
Louis Béthune, Paul Novello, Thibaut Boissin, Guillaume Coiffier, Mathieu Serrurier, Quentin Vincenot, Andres Troya-Galvis
Robust One-Class Classification with Signed Distance Function using 1-Lipschitz Neural Networks
2023
Achraf Bennis, Sandrine Mouysset, Mathieu Serrurier
DPWTE: A Deep Learning Approach to Time-to-Event Analysis using a Sparse Weibull Mixture Layer
2021
Jérôme Bolte, Lilian Glaudin, Edouard Pauwels, Mathieu Serrurier
A Hölderian backtracking method for min-max and min-min problems
2020
Achraf Bennis, Sandrine Mouysset, Mathieu Serrurier
Estimation of conditional mixture Weibull distribution with right-censored data using neural network for time-to-event analysis
2020
Eduardo Hugo Sanchez, Mathieu Serrurier, Mathias Ortner
Learning Disentangled Representations of Satellite Image Time Series
2019
Zied Bouraoui, Antoine Cornuéjols, Thierry Denœux, Sébastien Destercke, Didier Dubois, Romain Guillaume, João Marques Silva, Jérôme Mengin, Henri Prade, Steven Schockaert, Mathieu Serrurier, Christel Vrain
From Shallow to Deep Interactions Between Knowledge Representation, Reasoning and Machine Learning (Kay R. Amel group)
2019