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Effect of wrong samples on the convergence of learning processes

โœ Scribed by Amita Pal(Pathak); Sankar K. Pal


Publisher
Elsevier Science
Year
1991
Tongue
English
Weight
412 KB
Volume
53
Category
Article
ISSN
0020-0255

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Improved Bounds on the Sample Complexity
โœ Yi Li; Philip M. Long; Aravind Srinivasan ๐Ÿ“‚ Article ๐Ÿ“… 2001 ๐Ÿ› Elsevier Science ๐ŸŒ English โš– 137 KB

We present a new general upper bound on the number of examples required to estimate all of the expectations of a set of random variables uniformly well. The quality of the estimates is measured using a variant of the relative error proposed by Haussler and Pollard. We also show that our bound is wit