Sébastien Destercke

ORCID

Publication Activity (10 Years)

Years Active: 2006-2024
Publications (10 Years): 107

Top Venues

Int. J. Approx. Reason.

SUM

ISIPTA

CoRR

Paul Sabatier University, Toulouse, France (PHD)

Education History

Paul Sabatier University, Toulouse, France

PHD

Publications

Sébastien Destercke, Jérôme Mengin, Henri Prade
Editorial of the special issue "Synergies Between Machine Learning and Reasoning". Int. J. Approx. Reason. 171 (2024)
Cyprien Gilet, Marie Guyomard, Sébastien Destercke, Lionel Fillatre
Softmin discrete minimax classifier for imbalanced classes and prior probability shifts. Mach. Learn. 113 (2) (2024)
Roman Malinowski, Emmanuelle Sarrazin, Loïc Dumas, Emmanuel Dubois, Sébastien Destercke
Robust Confidence Intervals in Stereo Matching using Possibility Theory. CoRR (2024)
Roman Malinowski, Sébastien Destercke, Loïc Dumas, Emmanuel Dubois, Emmanuelle Sarrazin
Uncertainty propagation in stereo matching using copulas. Int. J. Approx. Reason. 170 (2024)
Loïc Adam, Sébastien Destercke
Handling inconsistency in (numerical) preferences using possibility theory. Inf. Fusion 103 (2024)
Ismaïl Baaj, Zied Bouraoui, Antoine Cornuéjols, Thierry Denoeux, Sébastien Destercke, Didier Dubois, Marie-Jeanne Lesot, João Marques-Silva, Jérôme Mengin, Henri Prade, Steven Schockaert, Mathieu Serrurier, Olivier Strauss, Christel Vrain
Synergies between machine learning and reasoning - An introduction by the Kay R. Amel group. Int. J. Approx. Reason. 171 (2024)
Loïc Adam, Arthur Van Camp, Sébastien Destercke, Benjamin Quost
Inferring from an imprecise Plackett-Luce model: Application to label ranking. Fuzzy Sets Syst. 482 (2024)
Nawapon Nakharutai, Sébastien Destercke, Matthias C. M. Troffaes
Regret-based budgeted decision rules under severe uncertainty. Inf. Sci. 665 (2024)
Vu-Linh Nguyen, Haifei Zhang, Sébastien Destercke
Learning Sets of Probabilities Through Ensemble Methods. ECSQARU (2023)
Hénoïk Willot, Sébastien Destercke, Khaled Belahcène
Les implicants premiers, un outil polyvalent pour l'explication de classification robuste. JIAF (2023)
Hénoïk Willot, Sébastien Destercke, Khaled Belahcène
Prime implicants as a versatile tool to explain robust classification. ISIPTA (2023)
Patrice Buche, Julien Couteaux, Julien Cufi, Sébastien Destercke, Alrick Oudot
Integrating collective know-how for multicriteria decision support in agrifood chains - application to cheesemaking. Frontiers Artif. Intell. 6 (2023)
Tom Davot, Sébastien Destercke, David Savourey
On the Enumeration of Non-dominated Spanning Trees with Imprecise Weights. ECSQARU (2023)
Loïc Adam, Sébastien Destercke
Handling Inconsistency in (Numerical) Preferences Using Possibility Theory. ECSQARU (2023)
Come Rodriguez, Vitor Martin Bordini, Sébastien Destercke, Benjamin Quost
Self Learning using Venn-Abers predictors. COPA (2023)
Yiru Zhang, Sébastien Destercke, Zuowei Zhang, Tassadit Bouadi, Arnaud Martin
On Computing Evidential Centroid Through Conjunctive Combination: An Impossibility Theorem. IEEE Trans. Artif. Intell. 4 (3) (2023)
Vitor Martin Bordini, Sébastien Destercke, Benjamin Quost
Learning calibrated belief functions from conformal predictions. ISIPTA (2023)
Roman Malinowski, Sébastien Destercke, Emmanuel Dubois, Loïc Dumas, Emmanuelle Sarrazin
Uncertainty propagation using copulas in a 3D stereo matching pipeline. ISIPTA (2023)
Sébastien Destercke
Uncertain data in learning: challenges and opportunities. COPA (2022)
Tathagata Basu, Sébastien Destercke, Benjamin Quost
A Robust Bayesian Estimation Approach for the Imprecise Plackett-Luce Model. IPMU (1) (2022)
Eyke Hüllermeier, Sébastien Destercke, Mohammad Hossein Shaker
Quantification of Credal Uncertainty in Machine Learning: A Critical Analysis and Empirical Comparison. UAI (2022)
Sébastien Destercke, Ignacio Montes, Enrique Miranda
Processing distortion models: A comparative study. Int. J. Approx. Reason. 145 (2022)
Nawapon Nakharutai, Sébastien Destercke, Matthias C. M. Troffaes
Decision Making Under Severe Uncertainty on a Budget. SUM (2022)
Sébastien Destercke, Romain Guillaume
Necessary and Possibly Optimal Items in Selecting Problems. IPMU (1) (2022)
Loïc Adam, Sébastien Destercke
Sous-ensembles maximaux cohérents multidimensionnels rendus faciles : illustration sur un problème d'estimation. LFA (2022)
Soundouss Messoudi, Sébastien Destercke, Sylvain Rousseau
Ellipsoidal conformal inference for Multi-Target Regression. COPA (2022)
Hénoïk Willot, Khaled Belahcène, Sébastien Destercke
Explications de recommandations fondées sur des principes d'équité à l'aide de transferts. JIAF (2022)
Sébastien Destercke, Agnès Rico, Olivier Strauss
Using Atomic Bounds to Get Sub-modular Approximations. SUM (2022)
Soundouss Messoudi, Sébastien Destercke, Sylvain Rousseau
Prédiction conformelle basée sur les copules pour la régression multi-cibles. EGC (2022)
Roman Malinowski, Sébastien Destercke
Copules, probabilités inférieures et ensembles aléatoires : comment et quand les appliquer? LFA (2022)
Yonatan Carlos Carranza Alarcón, Sébastien Destercke
Skeptical binary inferences in multi-label problems with sets of probabilities. CoRR (2022)
Hénoïk Willot, Sébastien Destercke, Khaled Belahcène
Explications de classifications robustes à l'aide d'implicants premiers. LFA (2022)
Hénoïk Willot, Sébastien Destercke, Khaled Belahcène
Explaining Robust Classification Through Prime Implicants. SUM (2022)
Soundouss Messoudi, Sébastien Destercke, Sylvain Rousseau
Copula-based conformal prediction for multi-target regression. Pattern Recognit. 120 (2021)
Loïc Adam, Sébastien Destercke
Possibilistic preference elicitation by minimax regret. UAI (2021)
Anne-Laure Jousselme, Frédéric Pichon, Nadia Ben Abdallah, Sébastien Destercke
A Note About Entropy and Inconsistency in Evidence Theory. BELIEF (2021)
Yonatan Carlos Carranza Alarcón, Sébastien Destercke
Imprecise Gaussian discriminant classification. Pattern Recognit. 112 (2021)
Yonatan Carlos Carranza Alarcón, Sébastien Destercke
Multi-label Chaining with Imprecise Probabilities. CoRR (2021)
Sébastien Destercke, Ignacio Montes, Enrique Miranda
Processing Multiple Distortion Models: a Comparative Study. ISIPTA (2021)
Yonatan Carlos Carranza Alarcón, Sébastien Destercke
Multi-label Chaining with Imprecise Probabilities. ECSQARU (2021)
Loïc Adam, Sébastien Destercke
Incremental Elicitation of Preferences: Optimist or Pessimist? ADT (2021)
Vu-Linh Nguyen, Sébastien Destercke, Marie-Hélène Masson, Rashad Ghassani
Racing trees to query partial data. Soft Comput. 25 (14) (2021)
Soundouss Messoudi, Sébastien Destercke, Sylvain Rousseau
Class-wise confidence for debt prediction in real estate management: discussion and lessons learned from an application. COPA (2021)
Nadia Ben Abdallah, Sébastien Destercke, Anne-Laure Jousselme, Frédéric Pichon
Logical and Evidential Inconsistencies Meet: First Steps. BELIEF (2021)
Soundouss Messoudi, Sébastien Destercke, Sylvain Rousseau
Copula-based conformal prediction for Multi-Target Regression. CoRR (2021)
Marie-Hélène Masson, Sébastien Destercke, Véronique Cherfaoui
Inference and Decision in Credal Occupancy Grids: Use Case on Trajectory Planning. Int. J. Uncertain. Fuzziness Knowl. Based Syst. 29 (4) (2021)
Juliette Ortholand, Sébastien Destercke, Khaled Belahcène
Equity in Learning Problems: An OWA Approach. SUM (2020)
Loïc Adam, Arthur Van Camp, Sébastien Destercke, Benjamin Quost
Inferring from an Imprecise Plackett-Luce Model: Application to Label Ranking. SUM (2020)
Soundouss Messoudi, Sylvain Rousseau, Sébastien Destercke
Deep Conformal Prediction for Robust Models. IPMU (1) (2020)
Yonatan Carlos Carranza Alarcón, Soundouss Messoudi, Sébastien Destercke
Cautious Label-Wise Ranking with Constraint Satisfaction. IPMU (2) (2020)
Ignacio Montes, Enrique Miranda, Sébastien Destercke
Unifying neighbourhood and distortion models: part II - new models and synthesis. Int. J. Gen. Syst. 49 (6) (2020)
Sébastien Destercke, Maria Brigida Ferraro, Beatriz Sinova
Special issue on 9th International Conference on Soft Methods in Probability and Statistics (SMPS). Int. J. Approx. Reason. 124 (2020)
Lucie Jacquin, Abdelhak Imoussaten, Sébastien Destercke, François Trousset, Jacky Montmain, Didier Perrin
Manipulating Focal Sets on the Unit Simplex: Application to Plastic Sorting. FUZZ-IEEE (2020)
Sébastien Destercke, David Mercier, Frédéric Pichon
Special issue from the 5th International Conference on Belief Functions (BELIEF 2018). Int. J. Approx. Reason. 117 (2020)
Lucie Jacquin, Abdelhak Imoussaten, Sébastien Destercke
Handling Mixture Optimisation Problem Using Cautious Predictions and Belief Functions. IPMU (2) (2020)
Krushna Shinde, Pierre Feissel, Sébastien Destercke
Dealing with Inconsistent Measurements in Inverse Problems: An Approach Based on Sets and Intervals. IPMU (3) (2020)
Sébastien Destercke, Agnès Rico, Olivier Strauss
Approximating General Kernels by Extended Fuzzy Measures: Application to Filtering. IPMU (2) (2020)
Benjamin Quost, Marie-Hélène Masson, Sébastien Destercke
Dealing with Atypical Instances in Evidential Decision-Making. SUM (2020)
Soundouss Messoudi, Sébastien Destercke, Sylvain Rousseau
Conformal multi-target regression using neural networks. COPA (2020)
Ignacio Montes, Enrique Miranda, Sébastien Destercke
Unifying neighbourhood and distortion models: part I - new results on old models. Int. J. Gen. Syst. 49 (6) (2020)
Soundouss Messoudi, Sylvain Rousseau, Sébastien Destercke
Prédiction conformelle profonde pour des modèles robustes. EGC (2020)
Marie-Hélène Masson, Benjamin Quost, Sébastien Destercke
Cautious relational clustering: A thresholding approach. Expert Syst. Appl. 139 (2020)
Pierre-Louis Guillot, Sébastien Destercke
Preference Elicitation with Uncertainty: Extending Regret Based Methods with Belief Functions. SUM (2019)
Eyke Hüllermeier, Sébastien Destercke, Inés Couso
Learning from Imprecise Data: Adjustments of Optimistic and Pessimistic Variants. SUM (2019)
Ignacio Montes, Enrique Miranda, Sébastien Destercke
Pari-mutuel probabilities as an uncertainty model. Inf. Sci. 481 (2019)
Sébastien Destercke, Frédéric Pichon, John Klein
From set relations to belief function relations. Int. J. Approx. Reason. 110 (2019)
Vu-Linh Nguyen, Sébastien Destercke, Eyke Hüllermeier
Epistemic Uncertainty Sampling. DS (2019)
Yonatan Carlos Carranza Alarcón, Sébastien Destercke
Imprecise Gaussian Discriminant Classification. ISIPTA (2019)
Enrique Miranda, Ignacio Montes, Sébastien Destercke
A Unifying Frame for Neighbourhood and Distortion Models. ISIPTA (2019)
Sébastien Destercke, Sylvain Lagrue
On Cautiousness and Expressiveness in Interval-Valued Logic. SUM (2019)
Alessandro Antonucci, Giorgio Corani, Inés Couso, Sébastien Destercke
Special issue on the tenth International Symposium on Imprecise Probability: Theories and Applications (ISIPTA '17). Int. J. Approx. Reason. 111 (2019)
Christophe Labreuche, Sébastien Destercke
How to Handle Missing Values in Multi-Criteria Decision Aiding?. IJCAI (2019)
Vu-Linh Nguyen, Sébastien Destercke, Eyke Hüllermeier
Epistemic Uncertainty Sampling. CoRR (2019)
Zied Bouraoui, Antoine Cornuéjols, Thierry Denoeux, 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). CoRR (2019)
Guillaume Dendievel, Sébastien Destercke, Pierre Wachalski
Density Estimation with Imprecise Kernels: Application to Classification. SMPS (2018)
Olivier Cailloux, Sébastien Destercke
Reasons and Means to Model Preferences as Incomplete. CoRR (2018)
Sébastien Destercke, Frédéric Pichon, John Klein
From Relations Between Sets to Relations Between Belief Functions. BELIEF (2018)
Sébastien Destercke
A generic framework to include belief functions in preference handling and multi-criteria decision. Int. J. Approx. Reason. 98 (2018)
Vu-Linh Nguyen, Sébastien Destercke, Marie-Hélène Masson, Eyke Hüllermeier
Reliable Multi-class Classification based on Pairwise Epistemic and Aleatoric Uncertainty. IJCAI (2018)
Benjamin Quost, Sébastien Destercke
Classification by pairwise coupling of imprecise probabilities. Pattern Recognit. 77 (2018)
John Klein, Sébastien Destercke, Olivier Colot
Idempotent conjunctive and disjunctive combination of belief functions by distance minimization. Int. J. Approx. Reason. 92 (2018)
Vu-Linh Nguyen, Sébastien Destercke, Marie-Hélène Masson
Partial data querying through racing algorithms. Int. J. Approx. Reason. 96 (2018)
Nadia Ben Abdallah, Sébastien Destercke, Mohamed Sallak
Easy and optimal queries to reduce set uncertainty. Eur. J. Oper. Res. 256 (2) (2017)
Sébastien Destercke
ECSQARU 2015 special issue. Int. J. Approx. Reason. 80 (2017)
Gen Yang, Sébastien Destercke, Marie-Hélène Masson
The Costs of Indeterminacy: How to Determine Them? IEEE Trans. Cybern. 47 (12) (2017)
Ignacio Montes, Sébastien Destercke
Comonotonicity for sets of probabilities. Fuzzy Sets Syst. 328 (2017)
Ignacio Montes, Sébastien Destercke
On extreme points of p-boxes and belief functions. Ann. Math. Artif. Intell. 81 (3-4) (2017)
Gen Yang, Sébastien Destercke, Marie-Hélène Masson
Cautious classification with nested dichotomies and imprecise probabilities. Soft Comput. 21 (24) (2017)
Vu-Linh Nguyen, Sébastien Destercke, Marie-Hélène Masson
K-Nearest Neighbour Classification for Interval-Valued Data. SUM (2017)
Sébastien Destercke
A Generic Framework to Include Belief Functions in Preference Handling for Multi-criteria Decision. ECSQARU (2017)
Vu-Linh Nguyen, Sébastien Destercke, Marie-Hélène Masson
Querying Partially Labelled Data to Improve a K-nn Classifier. AAAI (2017)
Ignacio Montes, Enrique Miranda, Sébastien Destercke
A Study of the Pari-Mutuel Model from the Point of View of Imprecise Probabilities. ISIPTA (2017)
Olivier Cailloux, Sébastien Destercke
Reasons and Means to Model Preferences as Incomplete. SUM (2017)
Sébastien Destercke
On the median in imprecise ordinal problems. Ann. Oper. Res. 256 (2) (2017)
Ignacio Montes, Sébastien Destercke
On Extreme Points of p-Boxes and Belief Functions. SMPS (2016)
Marie-Hélène Masson, Sébastien Destercke, Thierry Denoeux
Modelling and predicting partial orders from pairwise belief functions. Soft Comput. 20 (3) (2016)
Charlotte Lousteau-Cazalet, Abdellatif Barakat, Jean Pierre Belaud, Patrice Buche, Guillaume Busset, Brigitte Charnomordic, Stéphane Dervaux, Sébastien Destercke, Juliette Dibie, Caroline Sablayrolles, Claire Vialle
A decision support system for eco-efficient biorefinery process comparison using a semantic approach. Comput. Electron. Agric. 127 (2016)
Vu-Linh Nguyen, Sébastien Destercke, Marie-Hélène Masson
Partial Data Querying Through Racing Algorithms. IUKM (2016)
Yann Soullard, Alessandro Antonucci, Sébastien Destercke
Technical Gestures Recognition by Set-Valued Hidden Markov Models with Prior Knowledge. SMPS (2016)
Lanting Yu, Sébastien Destercke, Mohamed Sallak, Walter Schön
Comparing System Reliabilities with Ill-Known Probabilities. IPMU (2) (2016)

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Publication Activity (10 Years)

Top Topics

Top Venues

Sébastien Destercke