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2
Conference
HyperRouter: Towards Efficient Training and Inference of Sparse Mixture of Experts

Authors: Do, Giang, Le, Khiem, Pham, Quang, Nguyen, Trungtin, Doan, Thanh-Nam, Nguyen, Thanh-Binh, Liu, Chenghao, Ramasam, Savitha, Li, Xiaoli, Hoi, Steven

Contributors: University of Tennessee Chattanooga (UTC), Vin University Vietnam, Institute for Infocomm Research - I²R Singapore, Modèles statistiques bayésiens et des valeurs extrêmes pour données structurées et de grande dimension (STATIFY), Inria Grenoble - Rhône-Alpes, Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Laboratoire Jean Kuntzmann (LJK), Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP ), Université Grenoble Alpes (UGA)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP ), Université Grenoble Alpes (UGA), Independent Researcher, Vietnam National University, Ho Chi Minh City / Đại học Quốc gia TP. Hồ Chí Minh (VNU-HCM), Salesforce Research Asia, Singapore Management University (SIS)

Superior Title: The 2023 Conference on Empirical Methods in Natural Language Processing, EMNLP 2023 Main ; https://hal.science/hal-04257067 ; The 2023 Conference on Empirical Methods in Natural Language Processing, EMNLP 2023 Main, Dec 2023, 2023 - Resorts World Convention Centre, Singapore. pp.1-12

Subject Terms: [STAT.ML]Statistics [stat]/Machine Learning [stat.ML], [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI], [MATH.MATH-ST]Mathematics [math]/Statistics [math.ST], [STAT.ME]Statistics [stat]/Methodology [stat.ME], [STAT.TH]Statistics [stat]/Statistics Theory [stat.TH]

Subject Geographic: Singapore

Time: 2023 - Resorts World Convention Centre, Singapore

Relation: hal-04257067; https://hal.science/hal-04257067; https://hal.science/hal-04257067v2/document; https://hal.science/hal-04257067v2/file/HyperRouter___EMNLP.pdf

Availability: https://hal.science/hal-04257067
https://hal.science/hal-04257067v2/document
https://hal.science/hal-04257067v2/file/HyperRouter___EMNLP.pdf


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3
Conference
HyperRouter: Towards Efficient Training and Inference of Sparse Mixture of Experts via HyperNetwork

Authors: Do, Giang, Le, Khiem, Pham, Quang, Nguyen, Trungtin, Doan, Thanh-Nam, Nguyen, Thanh-Binh, Liu, Chenghao, Ramasam, Savitha, Li, Xiaoli, Hoi, Steven

Contributors: University of Tennessee Chattanooga (UTC), Vin University Vietnam, Institute for Infocomm Research - I²R Singapore, Modèles statistiques bayésiens et des valeurs extrêmes pour données structurées et de grande dimension (STATIFY), Inria Grenoble - Rhône-Alpes, Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Laboratoire Jean Kuntzmann (LJK), Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP ), Université Grenoble Alpes (UGA)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP ), Université Grenoble Alpes (UGA), Independent Researcher, Vietnam National University, Ho Chi Minh City / Đại học Quốc gia TP. Hồ Chí Minh (VNU-HCM), Salesforce Research Asia, Singapore Management University (SIS)

Superior Title: The 2023 Conference on Empirical Methods in Natural Language Processing, EMNLP 2023 Main ; https://hal.science/hal-04257067 ; The 2023 Conference on Empirical Methods in Natural Language Processing, EMNLP 2023 Main, Dec 2023, 2023 - Resorts World Convention Centre, Singapore. pp.1-12

Subject Terms: [STAT.ML]Statistics [stat]/Machine Learning [stat.ML], [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI], [MATH.MATH-ST]Mathematics [math]/Statistics [math.ST], [STAT.ME]Statistics [stat]/Methodology [stat.ME], [STAT.TH]Statistics [stat]/Statistics Theory [stat.TH]

Subject Geographic: Singapore

Time: 2023 - Resorts World Convention Centre, Singapore

Relation: hal-04257067; https://hal.science/hal-04257067; https://hal.science/hal-04257067/document; https://hal.science/hal-04257067/file/1522_hyperrouter_towards_efficient_-Submit%20Paper.pdf

Availability: https://hal.science/hal-04257067
https://hal.science/hal-04257067/document
https://hal.science/hal-04257067/file/1522_hyperrouter_towards_efficient_-Submit%20Paper.pdf


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4
Academic Journal
Fast calibration of weak FARIMA models

Authors: Hariz, Samir Ben, Brouste, Alexandre, Esstafa, Youssef, Soltane, Marius

Contributors: Laboratoire Manceau de Mathématiques (LMM), Le Mans Université (UM), Laboratoire de Mathématiques Appliquées de Compiègne (LMAC), Université de Technologie de Compiègne (UTC), ANR-11-LABX-0020,LEBESGUE,Centre de Mathématiques Henri Lebesgue : fondements, interactions, applications et Formation(2011)

Superior Title: ISSN: 1292-8100 ; EISSN: 1262-3318.

Subject Terms: Weak FARIMA models, Le Cam's one-step estimator, Least squares estimator, Consistency, Asymptotic Normality, [MATH.MATH-ST]Mathematics [math]/Statistics [math.ST], [STAT.TH]Statistics [stat]/Statistics Theory [stat.TH]

Relation: hal-03700112; https://hal.science/hal-03700112; https://hal.science/hal-03700112/document; https://hal.science/hal-03700112/file/BBES.pdf

Availability: https://doi.org/10.1051/ps/2022021
https://hal.science/hal-03700112
https://hal.science/hal-03700112/document
https://hal.science/hal-03700112/file/BBES.pdf

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7
Conference
Uncertainty Propagation using Copulas in a 3D Stereo Matching Pipeline

Authors: Malinowski, Roman, Destercke, Sébastien, Dubois, Emmanuel, Sarrazin, Emmanuelle, Dumas, Loïc

Contributors: Centre National d'Études Spatiales Toulouse (CNES), Heuristique et Diagnostic des Systèmes Complexes Compiègne (Heudiasyc), Université de Technologie de Compiègne (UTC)-Centre National de la Recherche Scientifique (CNRS), Ingénierie des Agro-polymères et Technologies Émergentes (UMR IATE), Centre de Coopération Internationale en Recherche Agronomique pour le Développement (Cirad)-Institut National de la Recherche Agronomique (INRA)-Université Montpellier 2 - Sciences et Techniques (UM2)-Centre international d'études supérieures en sciences agronomiques (Montpellier SupAgro)-Université de Montpellier (UM)-Institut national d’études supérieures agronomiques de Montpellier (Montpellier SupAgro), CS Group

Superior Title: 13th International Symposium on Imprecise Probabilities: Theories and Applications (ISIPTA 2023)
https://hal.science/hal-04251992
13th International Symposium on Imprecise Probabilities: Theories and Applications (ISIPTA 2023), Jul 2023, Oviedo and Mieres, Asturias, Spain. pp.288-298

Subject Terms: Imprecise probabilities, Possibility distributions, Copulas, Uncertainty propagation, Stereo matching, [INFO.INFO-TI]Computer Science [cs]/Image Processing [eess.IV], [MATH.MATH-ST]Mathematics [math]/Statistics [math.ST]

Subject Geographic: Asturias, Spain

Time: Oviedo and Mieres, Asturias, Spain

Relation: hal-04251992; https://hal.science/hal-04251992; https://hal.science/hal-04251992/document; https://hal.science/hal-04251992/file/ISIPTA2023.pdf

Availability: https://hal.science/hal-04251992
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8
Conference
Non parametric observation driven HMM ; HMM non paramétrique piloté par les observations

Authors: Bacave, Hanna, Cheptou, Pierre-Olivier, Limnios, Nikolaos, Peyrard, Nathalie

Contributors: Unité de Mathématiques et Informatique Appliquées de Toulouse (MIAT INRAE), Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE), Centre d’Ecologie Fonctionnelle et Evolutive (CEFE), Université Paul-Valéry - Montpellier 3 (UPVM)-École Pratique des Hautes Études (EPHE), Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche pour le Développement (IRD France-Sud )-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)-Institut Agro Montpellier, Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)-Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)-Université de Montpellier (UM), Laboratoire de Mathématiques Appliquées de Compiègne (LMAC), Université de Technologie de Compiègne (UTC), ANR-21-CE40-0005,HSMM-INCA,Modèles de Semi Markov Cachés: Inférence, Contrôle et Applications(2021)

Superior Title: 54 ièmes journées de Statistique de la SFdS
https://hal.inrae.fr/hal-04180133
54 ièmes journées de Statistique de la SFdS, Jul 2023, Bruxelles (Belgique), Belgium

Subject Terms: [STAT]Statistics [stat]

Subject Geographic: Bruxelles (Belgique), Belgium

Relation: hal-04180133; https://hal.inrae.fr/hal-04180133; https://hal.inrae.fr/hal-04180133/document; https://hal.inrae.fr/hal-04180133/file/JDS2023_OD_HMM.pdf

Availability: https://hal.inrae.fr/hal-04180133
https://hal.inrae.fr/hal-04180133/document
https://hal.inrae.fr/hal-04180133/file/JDS2023_OD_HMM.pdf


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10
Academic Journal
Empirical likelihood based confidence regions for functional of copulas

Authors: Bouzebda, Salim, Keziou, Amor

Contributors: Laboratoire de Mathématiques Appliquées de Compiègne (LMAC), Université de Technologie de Compiègne (UTC), Laboratoire de Statistique Théorique et Appliquée (LSTA), Université Pierre et Marie Curie - Paris 6 (UPMC)-Centre National de la Recherche Scientifique (CNRS), Laboratoire de Mathématiques de Reims (LMR), Université de Reims Champagne-Ardenne (URCA)-Centre National de la Recherche Scientifique (CNRS)

Superior Title: ISSN: 1048-5252 ; Journal of Nonparametric Statistics ; https://hal.science/hal-04443023 ; Journal of Nonparametric Statistics, 2024, pp.1-33. ⟨10.1080/10485252.2024.2312396⟩.

Subject Terms: [STAT.TH]Statistics [stat]/Statistics Theory [stat.TH], [MATH.MATH-PR]Mathematics [math]/Probability [math.PR], [MATH.MATH-FA]Mathematics [math]/Functional Analysis [math.FA]

Relation: hal-04443023; https://hal.science/hal-04443023

Availability: https://doi.org/10.1080/10485252.2024.2312396
https://hal.science/hal-04443023

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11
Academic Journal
The local linear functional kNN estimator of the conditional expectile: uniform consistency in number of neighbors

Authors: Almanjahie, Ibrahim, Bouzebda, Salim, Kaid, Zoulikha, Laksaci, Ali

Contributors: Laboratoire de Mathématiques Appliquées de Compiègne (LMAC), Université de Technologie de Compiègne (UTC), Economie Quantitative, Intégration, Politiques Publiques et Econométrie (EQUIPPE), Université de Lille, Sciences et Technologies-Université de Lille, Sciences Humaines et Sociales-PRES Université Lille Nord de France-Université de Lille, Droit et Santé, Département de Mathématiques Sidi Bel Abbes, Université Djillali Liabès Sidi-Bel-Abbès

Superior Title: ISSN: 0026-1335.

Subject Terms: [STAT.TH]Statistics [stat]/Statistics Theory [stat.TH], [MATH.MATH-PR]Mathematics [math]/Probability [math.PR], [MATH.MATH-FA]Mathematics [math]/Functional Analysis [math.FA]

Relation: hal-04376523; https://hal.science/hal-04376523

Availability: https://doi.org/10.1007/s00184-023-00942-0
https://hal.science/hal-04376523

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12
Academic Journal
A distributional framework for evaluation, comparison and uncertainty quantification in soft clustering

Authors: Campagner, Andrea, Ciucci, Davide, Denœux, Thierry

Contributors: Università degli Studi di Milano-Bicocca = University of Milano-Bicocca (UNIMIB), IRCCS Istituto Ortopedico Galeazzi, Heuristique et Diagnostic des Systèmes Complexes Compiègne (Heudiasyc), Université de Technologie de Compiègne (UTC)-Centre National de la Recherche Scientifique (CNRS), Institut universitaire de France (IUF), Ministère de l'Education nationale, de l’Enseignement supérieur et de la Recherche (M.E.N.E.S.R.)

Superior Title: ISSN: 0888-613X ; International Journal of Approximate Reasoning ; https://hal.science/hal-04185605 ; International Journal of Approximate Reasoning, 2023, 162, pp.109008. ⟨10.1016/j.ijar.2023.109008⟩.

Subject Terms: Clustering analysis Soft clustering Evaluation Validation Comparison, Clustering analysis, Soft clustering, Evaluation, Validation, Comparison, [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI], [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG], [STAT.ML]Statistics [stat]/Machine Learning [stat.ML]

Relation: hal-04185605; https://hal.science/hal-04185605; https://hal.science/hal-04185605/document; https://hal.science/hal-04185605/file/Measures_Soft_Clustering_v3.pdf

Availability: https://doi.org/10.1016/j.ijar.2023.109008
https://hal.science/hal-04185605
https://hal.science/hal-04185605/document
https://hal.science/hal-04185605/file/Measures_Soft_Clustering_v3.pdf

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13
Academic Journal
Parametric families of continuous belief functions based on generalized Gaussian random fuzzy numbers

Authors: Denœux, Thierry

Contributors: Heuristique et Diagnostic des Systèmes Complexes Compiègne (Heudiasyc), Université de Technologie de Compiègne (UTC)-Centre National de la Recherche Scientifique (CNRS), Institut universitaire de France (IUF), Ministère de l'Education nationale, de l’Enseignement supérieur et de la Recherche (M.E.N.E.S.R.)

Superior Title: ISSN: 0165-0114 ; Fuzzy Sets and Systems ; https://hal.science/hal-04060251 ; Fuzzy Sets and Systems, 2023, 471, pp.108679. ⟨10.1016/j.fss.2023.108679⟩.

Subject Terms: Belief functions evidence theory possibility theory random fuzzy sets uncertainty statistical inference elicitation, Belief functions, evidence theory, possibility theory, random fuzzy sets, uncertainty, statistical inference, elicitation, [STAT.ME]Statistics [stat]/Methodology [stat.ME], [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]

Relation: hal-04060251; https://hal.science/hal-04060251; https://hal.science/hal-04060251v2/document; https://hal.science/hal-04060251v2/file/GRFN_ext_v2.pdf

Availability: https://doi.org/10.1016/j.fss.2023.108679
https://hal.science/hal-04060251
https://hal.science/hal-04060251v2/document
https://hal.science/hal-04060251v2/file/GRFN_ext_v2.pdf

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16
Conference
New Threat on Formal Verification for Neural Networks: Example and Fault Tolerance

Authors: Viot, Augustin, Lussier, Benjamin, Schön, Walter, Tacchella, Armando, Geronimi, Stéphane

Contributors: Dipartimento di Informatica, Bioingegneria, Robotica e Ingegneria dei Sistemi Genova (DIBRIS), Università degli studi di Genova = University of Genoa (UniGe), Heuristique et Diagnostic des Systèmes Complexes Compiègne (Heudiasyc), Université de Technologie de Compiègne (UTC)-Centre National de la Recherche Scientifique (CNRS), Stellantis France

Superior Title: IFAC-PapersOnLine ; 11th IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes (SAFEPROCESS 2022) ; https://hal.science/hal-03823896 ; 11th IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes (SAFEPROCESS 2022), Jun 2022, Pafos, Cyprus. pp.623-630, ⟨10.1016/j.ifacol.2022.07.197⟩

Subject Terms: [STAT.ML]Statistics [stat]/Machine Learning [stat.ML], [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI], [INFO.INFO-RB]Computer Science [cs]/Robotics [cs.RO], [INFO.INFO-PF]Computer Science [cs]/Performance [cs.PF], [INFO.INFO-NE]Computer Science [cs]/Neural and Evolutionary Computing [cs.NE]

Subject Geographic: Pafos, Cyprus

Relation: hal-03823896; https://hal.science/hal-03823896; https://hal.science/hal-03823896/document; https://hal.science/hal-03823896/file/Viot_2022_SafeProcess_article.pdf

Availability: https://doi.org/10.1016/j.ifacol.2022.07.197
https://hal.science/hal-03823896
https://hal.science/hal-03823896/document
https://hal.science/hal-03823896/file/Viot_2022_SafeProcess_article.pdf

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17
Conference
Explications contrefactuelles pour les forêts aléatoires prudentes

Authors: Zhang, Haifei, Quost, Benjamin, Masson, Marie-Hélène

Contributors: Heuristique et Diagnostic des Systèmes Complexes Compiègne (Heudiasyc), Université de Technologie de Compiègne (UTC)-Centre National de la Recherche Scientifique (CNRS), Université de Technologie de Compiègne (UTC), Université de Picardie Jules Verne (UPJV)

Superior Title: 31ièmes Rencontres Francophones sur la Logique Floue et ses Applications (LFA 2022)
https://hal.science/hal-03895140
31ièmes Rencontres Francophones sur la Logique Floue et ses Applications (LFA 2022), Oct 2022, Toulouse, France. pp.27-34

Subject Terms: Classification prudente, IA explicable (XAI), Exemples contrefactuels, [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI], [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG], [STAT.ML]Statistics [stat]/Machine Learning [stat.ML]

Subject Geographic: Toulouse, France

Relation: hal-03895140; https://hal.science/hal-03895140; https://hal.science/hal-03895140/document; https://hal.science/hal-03895140/file/LFA2022_Explications_contrefactuelles_pour_les_for_ts_al_atoires_prudentes.pdf

Availability: https://hal.science/hal-03895140
https://hal.science/hal-03895140/document
https://hal.science/hal-03895140/file/LFA2022_Explications_contrefactuelles_pour_les_for_ts_al_atoires_prudentes.pdf


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18
Conference
Forêts aléatoires prudentes : une nouvelle stratégie de décision et quelques expériences

Authors: Zhang, Haifei, Quost, Benjamin, Masson, Marie-Hélène

Contributors: Heuristique et Diagnostic des Systèmes Complexes Compiègne (Heudiasyc), Université de Technologie de Compiègne (UTC)-Centre National de la Recherche Scientifique (CNRS), Université de Technologie de Compiègne (UTC), Université de Picardie Jules Verne (UPJV)

Superior Title: 31ièmes Rencontres Francophones sur la Logique Floue et ses Applications (LFA 2022)
https://hal.science/hal-03895130
31ièmes Rencontres Francophones sur la Logique Floue et ses Applications (LFA 2022), Oct 2022, Toulouse, France. pp.95-101

Subject Terms: Cautious classification, random forests, imprecise Dirichlet model, belief functions, Classification prudente, forêts aléatoires, modèle de Dirichlet imprécis, fonctions de croyance, [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI], [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG], [STAT.ML]Statistics [stat]/Machine Learning [stat.ML]

Subject Geographic: Toulouse, France

Relation: hal-03895130; https://hal.science/hal-03895130; https://hal.science/hal-03895130/document; https://hal.science/hal-03895130/file/LFA2022_Forets_Aleatoires_Prudentes.pdf

Availability: https://hal.science/hal-03895130
https://hal.science/hal-03895130/document
https://hal.science/hal-03895130/file/LFA2022_Forets_Aleatoires_Prudentes.pdf


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19
Conference
A robust Bayesian estimation approach for the imprecise Plackett-Luce model

Authors: Basu, Tathagata, Destercke, Sébastien, Quost, Benjamin

Contributors: Heuristique et Diagnostic des Systèmes Complexes Compiègne (Heudiasyc), Université de Technologie de Compiègne (UTC)-Centre National de la Recherche Scientifique (CNRS)

Superior Title: 19th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2022)
https://hal.science/hal-03895745
19th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2022), Jul 2022, Milan, Italy. pp.757-769, ⟨10.1007/978-3-031-08971-8_61⟩

Subject Terms: preference learning, Plackett-Luce model, Bayesian analysis, imprecise probability, [MATH.MATH-ST]Mathematics [math]/Statistics [math.ST], [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG], [MATH.MATH-PR]Mathematics [math]/Probability [math.PR]

Subject Geographic: Milan, Italy

Relation: hal-03895745; https://hal.science/hal-03895745; https://hal.science/hal-03895745/document; https://hal.science/hal-03895745/file/Robust_Bayesian_approach_for_imprecise_Plackett_Luce_model-5.pdf

Availability: https://doi.org/10.1007/978-3-031-08971-8_61
https://hal.science/hal-03895745
https://hal.science/hal-03895745/document
https://hal.science/hal-03895745/file/Robust_Bayesian_approach_for_imprecise_Plackett_Luce_model-5.pdf

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20
Conference
An Imprecise Label Ranking Method for Heterogeneous Data

Authors: Basu, Tathagata, Destercke, Sébastien, Quost, Benjamin

Contributors: Heuristique et Diagnostic des Systèmes Complexes Compiègne (Heudiasyc), Université de Technologie de Compiègne (UTC)-Centre National de la Recherche Scientifique (CNRS), Centre National de la Recherche Scientifique (CNRS), ANR-18-CE23-0008,PreServe,Apprentissage de préférences en environnement fortement incertain(2018)

Superior Title: Advances in Intelligent Systems and Computing ; 10th International Conference on Soft Methods in Probability and Statistics (SMPS 2022) ; https://hal.science/hal-03946248 ; 10th International Conference on Soft Methods in Probability and Statistics (SMPS 2022), Sep 2022, Valladolid, Spain. pp.32-39, ⟨10.1007/978-3-031-15509-3_5⟩

Subject Terms: [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI], [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG], [STAT.ML]Statistics [stat]/Machine Learning [stat.ML]

Subject Geographic: Spain

Time: Valladolid, Spain

Relation: hal-03946248; https://hal.science/hal-03946248; https://hal.science/hal-03946248/document; https://hal.science/hal-03946248/file/Imprecise_label_ranking_for_heterogeneous_data.pdf

Availability: https://doi.org/10.1007/978-3-031-15509-3_5
https://hal.science/hal-03946248
https://hal.science/hal-03946248/document
https://hal.science/hal-03946248/file/Imprecise_label_ranking_for_heterogeneous_data.pdf

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