Publications

International journals

2022 Gilles Audemard, Steve Bellart, Louenas Bounia, Frédéric Koriche, Jean-Marie Lagniez, Pierre Marquis, On the Explanatory Power of Boolean Decision Trees in Data and Knowledge Engineering,vol. 142, pp. 102088, 2022.

International conferences

2023 Gilles Audemard, Steve Bellart, Jean-Marie Lagniez, Pierre Marquis, Computing Abductive Explanations for Boosted Regression Trees in Thirty-Second International Joint Conference on Artificial Intelligence {IJCAI-23},International Joint Conferences on Artificial Intelligence Organization, pp. 3432-3441, 2023.

2022 Gilles Audemard, Steve Bellart, Louenas Bounia, Frederic Koriche, Jean-Marie Lagniez, Pierre Marquis, On Preferred Abductive Explanations for Decision Trees and Random Forests in Thirty-First International Joint Conference on Artificial Intelligence {IJCAI-22},International Joint Conferences on Artificial Intelligence Organization, pp. 643-650, 2022.

2022 Gilles Audemard, Steve Bellart, Louenas Bounia, Frédéric Koriche, Jean-Marie Lagniez, Pierre Marquis, Trading Complexity for Sparsity in Random Forest Explanations in AAAI Conference on Artificial Intelligence,2022.

2021 Gilles Audemard, Steve Bellart, Louenas Bounia, Frédéric Koriche, Jean-Marie Lagniez, Pierre Marquis, On the Computational Intelligibility of Boolean Classifiers in 18th International Conference on Principles of Knowledge Representation and Reasoning {KR-2021},International Joint Conferences on Artificial Intelligence Organization, pp. 74-86, 2021.

National conferences

2023 Gilles Audemard, Steve Bellart, Louenas Bounia, Frederic Koriche, Jean-Marie Lagniez, Pierre Marquis, Sur les explications abductives préférées pour les arbres de décision et les forêts aléatoires in Extraction et Gestion des Connaissances, EGC,vol. RNTI-E-39, 2023.

2023 Gilles Audemard, Steve Bellart, Louenas Bounia, Jean-Marie Lagniez, Pierre Marquis, Nicolas Szczepanski, PyXAI : calculer en Python des explications pour des modèles d'apprentissage supervisé in Extraction et Gestion des Connaissances, EGC,vol. RNTI-E-39, 2023.

2022 Gilles Audemard, Steve Bellart, Louenas Bounia, Frédéric Koriche, Jean-Marie Lagniez, Pierre Marquis, Sur le pouvoir explicatif des arbres de décision in Extraction et Gestion des Connaissances, EGC,Editions RNTI, vol. E-38, pp. 147-158, 2022.

2022 Gilles Audemard, Steve Bellart, Louenas Bounia, Frédéric Koriche, Jean-Marie Lagniez, Pierre Marquis, Les raisons majoritaires : des explications abductives pour les forêts aléatoires in 22ème Conférence francophone sur l'Extraction et Gestion des Connaissances (EGC 2022),Editions RNTI, pp. 123-134, 2022.