Bounds on the number of examples needed for learning functions.

We prove general lower bounds on the number of examples needed for learning function classes within different natural learning models which are related to pac-learning (and coincide with the pac-learning model of Valiant in the case of {0,1}-valued functions. The lower bounds are obtained by showing...

ver descrição completa

Detalhes bibliográficos
Publicado no:SIAM journal on computing. 26, 3 (1997).
Autor principal: Simon, Hans Ulrich
Formato: Artigo
Idioma:English
Assuntos: