An introduction to some statistical aspects of PAC learning theory

Vidyasagar, M. (1998) An introduction to some statistical aspects of PAC learning theory Systems & Control Letters, 34 (3). pp. 115-124. ISSN 0167-6911

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Official URL: http://www.sciencedirect.com/science/article/pii/S...

Related URL: http://dx.doi.org/10.1016/S0167-6911(98)00007-3

Abstract

In this paper, a brief introduction is given to some statistical aspects of PAC (probably approximately correct) learning theory. It is shown that there is a close connection between the principal results in PAC learning theory and those in empirical process theory, the latter being 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.

Item Type:Article
Source:Copyright of this article belongs to Elsevier Science.
Keywords:Statistical Learning Theory; PAC Learning Theory; Computational Learning Theory
ID Code:56923
Deposited On:25 Aug 2011 09:35
Last Modified:25 Aug 2011 09:35

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