Optimistic bounds for multi-output learning
We investigate the challenge of multi-output learning, where the goal is to learn a vector-
valued function based on a supervised data set. This includes a range of important problems …
valued function based on a supervised data set. This includes a range of important problems …
Multilabel classification with group testing and codes
S Ubaru, A Mazumdar - International Conference on …, 2017 - proceedings.mlr.press
In recent years, the multiclass and mutlilabel classification problems we encounter in many
applications have very large ($10^ 3$–$10^ 6$) number of classes. However, each instance …
applications have very large ($10^ 3$–$10^ 6$) number of classes. However, each instance …
Plug-in methods in classification
E Chzhen - 2019 - theses.hal.science
This manuscript studies several problems of constrained classification. In this frameworks of
classification our goal is to construct an algorithm which performs as good as the best …
classification our goal is to construct an algorithm which performs as good as the best …
Classification of sparse binary vectors
E Chzhen - arXiv preprint arXiv:1903.11867, 2019 - arxiv.org
In this work we consider a problem of multi-label classification, where each instance is
associated with some binary vector. Our focus is to find a classifier which minimizes false …
associated with some binary vector. Our focus is to find a classifier which minimizes false …
[PDF][PDF] Some contributions to multi-class learning
C Denis - 2022 - hal.science
Ce mémoire d'habilitation est une synthèse de mon travail de recherche réalisé depuis
l'obtention de mon poste de Maître de conférences à l'Université Gustave Eiffel en 2013. Ma …
l'obtention de mon poste de Maître de conférences à l'Université Gustave Eiffel en 2013. Ma …
[PDF][PDF] Université Gustave Eiffel
C Denis - perso.math.u-pem.fr
Ce mémoire d'habilitation est une synthèse de mon travail de recherche réalisé depuis
l'obtention de mon poste de Maître de conférences à l'Université Gustave Eiffel en 2013. Ma …
l'obtention de mon poste de Maître de conférences à l'Université Gustave Eiffel en 2013. Ma …
[PDF][PDF] École Normale Supérieure Paris-Saclay
J Salmon - josephsalmon.eu
In this introduction, I describe most of my research contributions starting from 2012. The
presentation is mostly chronological and represents the evolution of my research topics …
presentation is mostly chronological and represents the evolution of my research topics …