Localisation

Adresses

Aix-Marseille Université
Institut de Mathématiques de Marseille (I2M) - UMR 7373
Site Saint-Charles : 3 place Victor Hugo, Case 19, 13331 Marseille Cedex 3
Site Luminy : Campus de Luminy - Case 907 - 13288 Marseille Cedex 9

Séminaire

Comparison-based learning: hierarchical clustering and classification

Michael Perrot
MPI - Tubingen
https://mperrot.github.io/

Date(s) : 21/02/2020   iCal
14h00 - 15h00

We address the problem of learning in a framework where one does not have access to a representation of the examples nor to their pairwise similarities. Instead, we assume that only a set of comparisons between objects is available. These comparisons are statements of the form « objects A and B are more similar than objects C and D » or « object A is more similar to object B than to object C. » Such a scenario is commonly encountered in crowdsourcing applications. In this talk, we study the problems of hierarchical clustering and classification in such a comparison-based framework. In both cases, we propose new algorithms that are able to directly learn from the comparisons and come with theoretical guarantees on their performances.

Slides : https://test.i2m.univ-amu.fr/seminaires_signal_apprentissage/Slides/Marseille_21.02.2020.pdf

Emplacement
I2M Chateau-Gombert - CMI, Salle de Séminaire R164 (1er étage)

Catégories


Secured By miniOrange