Fondamentaux de l'apprentissage statistique

Autor: Arlot, Sylvain

Publikováno v: Apprentissage statistique et donn\'ees massives
Myriam Maumy-Bertrand; Gilbert Saporta; Christine Thomas-Agnan. Apprentissage statistique et donn\'ees massives, Editions Technip, 2018, 9782710811824

This text is a tutorial on supervised statistical learning, from the mathematical point of view. We describe the general prediction problem and the two key examples of regression and binary classification. Then, we study two kinds of learning rules:

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=dedup_wf_001::f6c0c6260514909241eb457c327bbabd
https://hal.archives-ouvertes.fr/hal-01485506/document