Publications
International Journal Publications:
Herin M., Il Idrissi M., Chabridon V. and Iooss B. (2024). “Proportional Marginal Effects for Global Sensitivity Analysis”. In SIAM/ASA Journal on Uncertainty Quantification. To appear. (hal.science/hal-03825935 ).
Herin M., Perny P. and Sokolovska N.(2024b). “Learning Preference Representations based on Choquet Integrals for Multicriteria Decision Making”. In Annals of Mathematics and Artificial Intelligence. https://doi.org/10.1007/s10472-024-09930-0
International Conferences with Proceedings:
Herin M., Perny P. and Sokolovska N.(2024d). “Online Learning of Capacity-Based Preference Models”. In Proceedings of the 33rd International Joint Conference on Artificial Intelligence (IJCAI-24), Jeju, South Korea, August 3-9, 2024, To appear.
Herin M., Perny P. and Sokolovska N.(2024a). “Learning GAI-Decomposable Utility Models for Multiattribute Decision Making”. In Proceedings of the 38th AAAI Conference on Artificial Intelligence (AAAI-24), Vancouver, Canada, February 20-27, 2024, 38(18) 20412-20149. doi.org/10.1609/aaai.v38i18.30024.
Herin M., Perny P. and Sokolovska N.(2023). “Learning Preference Models with Sparse Interactions of Criteria”. In Proceedings of the 32nd International Joint Conference on Artificial Intelligence (IJCAI-23), Macao, China, August 19-25, 2023, pp. 3786--3794. https://doi.org/10.24963/ijcai.2023/421.
Herin M., Perny P. and Sokolovska N.(2022a). “Learning Sparse Representations of Preferences within Choquet Expected Utility Theory”. In Proceedings of the 38th Conference on Uncertainty in Artificial Intelligence (UAI-22), Eindhoven, Netherlands, August 1-5, 2022, PMLR 180, pp. 800-810. https://proceedings.mlr.press/v180/herin22a.html
International Conferences/Workshops:
Il Idrissi M., Herin M., Chabridon V., Iooss B. and Bousquet N. (2024). “New results in interpretability of models and algorithms with dependent inputs". In the 9th European Congress on Computational Methods in Applied Sciences and Engineering (ECCOMAS-24), Lisbon, Portugal, June 3-5, 2024.
Herin M., Perny P. and Sokolovska N.(2022c). “A Dual Approach for Learning Sparse Representations of Choquet Integrals”. In DA2PL From Multiple-Criteria Decision Aid to Preference Learning, November 2022, Compiègne, France.
Herin M., Perny P. and Sokolovska N.(2022b). “Learning Utilities and Sparse Representations of Capacities for Multicriteria Decision Making with the Bipolar Choquet Integral”. In The 13th Multidisciplinary Workshop on Advances in Preference Handling (in conjunction with IJCAI-22), July 2022, Vienna, Austria.
Herin M., Il Idrissi M., Chabridon V. and Iooss B. (2022). “Proportional Marginal Effects for Sensitivity Analysis with Correlated Inputs”. In The 10th International Conference on Sensitivity Analysis of Model Output (SAMO-22), Tallahassee, Florida, USA, March 14-16, 2022.
National Conferences:
Herin M., Perny P. and Sokolovska N.(2024c). “A Unified Approach to Learn Decision Models with Interactions”. In 25ème congrès annuel de la société française de recherche opérationnelle et d'aide à la décision (ROADEF-24), 4-7 mars, 2024, Amiens, France. Best Student paper.