AN INTRODUCTION TO SOME STATISTICAL ASPECTS OF PAC LEARNING-THEORY

Authors
Citation
M. Vidyasagar, AN INTRODUCTION TO SOME STATISTICAL ASPECTS OF PAC LEARNING-THEORY, Systems & control letters, 34(3), 1998, pp. 115-124
Citations number
18
Categorie Soggetti
Robotics & Automatic Control","Operatione Research & Management Science","Robotics & Automatic Control","Operatione Research & Management Science
Journal title
ISSN journal
01676911
Volume
34
Issue
3
Year of publication
1998
Pages
115 - 124
Database
ISI
SICI code
0167-6911(1998)34:3<115:AITSSA>2.0.ZU;2-G
Abstract
In this paper, a brief introduction is given to some statistical aspec ts of PAC (probably approximately correct) learning theory. It is show n that there is a close connection between the principal results in PA C learning theory and those in empirical process theory, the latter be ing a well-established branch of probability theory. The main results in each area are summarized without proofs, and the reader is directed to appropriate sources in the literature. (C) 1998 Elsevier Science B .V. All rights reserved.