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Destercke, Sebastien
20 publications
ISIPTA
2025
Credal Discrete Classifier
Wenlong Chen
,
Cyprien Gilet
,
Benjamin Quost
,
Sébastien Destercke
MLJ
2025
Credal Ensembling in Multi-Class Classification
Vu-Linh Nguyen
,
Haifei Zhang
,
Sébastien Destercke
UAI
2025
Guaranteed Prediction Sets for Functional Surrogate Models
Ander Gray
,
Vignesh Gopakumar
,
Sylvain Rousseau
,
Sebastien Destercke
ISIPTA
2025
On the Value of Varied Evidence for Imprecise Probabilities
Jürgen Landes
,
Sébastien Destercke
MLJ
2024
Softmin Discrete Minimax Classifier for Imbalanced Classes and Prior Probability Shifts
Cyprien Gilet
,
Marie Guyomard
,
Sébastien Destercke
,
Lionel Fillatre
ISIPTA
2023
Learning Calibrated Belief Functions from Conformal Predictions
Vitor Martin Bordini
,
Sébastien Destercke
,
Benjamin Quost
ISIPTA
2023
Prime Implicants as a Versatile Tool to Explain Robust Classification
Hénoı̈k Willot
,
Sébastien Destercke
,
Khaled Belahcène
ISIPTA
2023
Uncertainty Propagation Using Copulas in a 3D Stereo Matching Pipeline
Roman Malinowski
,
Sébastien Destercke
,
Emmanuel Dubois
,
Loı̈c Dumas
,
Emmanuelle Sarrazin
UAI
2022
Quantification of Credal Uncertainty in Machine Learning: A Critical Analysis and Empirical Comparison
Eyke Hüllermeier
,
Sébastien Destercke
,
Mohammad Hossein Shaker
ISIPTA
2021
Distributionally Robust, Skeptical Binary Inferences in Multi-Label Problems
Yonatan Carlos Carranza Alarcón
,
Sébastien Destercke
UAI
2021
Possibilistic Preference Elicitation by Minimax Regret
Loïc Adam
,
Sebastien Destercke
ISIPTA
2021
Processing Multiple Distortion Models: A Comparative Study
Sébastien Destercke
,
Ignacio Montes
,
Enrique Miranda
ISIPTA
2019
A Unifying Frame for Neighbourhood and Distortion Models
Enrique Miranda
,
Ignacio Montes
,
Sébastien Destercke
IJCAI
2019
How to Handle Missing Values in Multi-Criteria Decision Aiding?
Christophe Labreuche
,
Sébastien Destercke
ISIPTA
2019
Imprecise Gaussian Discriminant Classification
Yonatan Carlos Carranza Alarcon
,
Sébastien Destercke
IJCAI
2018
Reliable Multi-Class Classification Based on Pairwise Epistemic and Aleatoric Uncertainty
Vu-Linh Nguyen
,
Sébastien Destercke
,
Marie-Hélène Masson
,
Eyke Hüllermeier
AAAI
2017
Querying Partially Labelled Data to Improve a k-NN Classifier
Vu-Linh Nguyen
,
Sébastien Destercke
,
Marie-Hélène Masson
UAI
2015
Optimal Expert Elicitation to Reduce Interval Uncertainty
Nadia Ben Abdallah
,
Sébastien Destercke
ECML-PKDD
2014
Cautious Ordinal Classification by Binary Decomposition
Sébastien Destercke
,
Gen Yang
ECML-PKDD
2013
A Pairwise Label Ranking Method with Imprecise Scores and Partial Predictions
Sébastien Destercke