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Problem-intrinsic bounds on sample complexity

✍ Scribed by Thomas M. Breuel


Publisher
Elsevier Science
Year
1988
Tongue
English
Weight
125 KB
Volume
1
Category
Article
ISSN
0893-6080

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Improved Bounds on the Sample Complexity
✍ Yi Li; Philip M. Long; Aravind Srinivasan πŸ“‚ Article πŸ“… 2001 πŸ› Elsevier Science 🌐 English βš– 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