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Correction to “The Importance of Convexity in Learning With Squared Loss” [Sep 98 1974-1980]

Lee, Wee Sun, Bartlett, Peter L., & Williamson, Robert C. (2008) Correction to “The Importance of Convexity in Learning With Squared Loss” [Sep 98 1974-1980]. IEEE Transactions on Information Theory, 54(9), p. 4395.

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Abstract

The paper "the importance of convexity in learning with squared loss" gave a lower bound on the sample complexity of learning with quadratic loss using a nonconvex function class. The proof contains an error. We show that the lower bound is true under a stronger condition that holds for many cases of interest.

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ID Code: 43982
Item Type: Journal Article
Additional URLs:
Keywords: Agnostic learning , lower bound, sample complexity
DOI: 10.1109/TIT.2008.928242
ISSN: 0018-9448
Subjects: Australian and New Zealand Standard Research Classification > INFORMATION AND COMPUTING SCIENCES (080000) > INFORMATION SYSTEMS (080600)
Divisions: Past > QUT Faculties & Divisions > Faculty of Science and Technology
Past > Schools > Mathematical Sciences
Copyright Owner: Copyright 2008 IEEE
Copyright Statement: Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE.
Deposited On: 18 Aug 2011 08:55
Last Modified: 20 Aug 2011 13:13

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