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More efficient PAC-learning of DNF with membership queries under the uniform distribution

โœ Scribed by Nader H. Bshouty; Jeffrey C. Jackson; Christino Tamon


Book ID
108166473
Publisher
Elsevier Science
Year
2004
Tongue
English
Weight
532 KB
Volume
68
Category
Article
ISSN
0022-0000

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๐Ÿ“œ SIMILAR VOLUMES


An Efficient Membership-Query Algorithm
โœ Jeffrey C Jackson ๐Ÿ“‚ Article ๐Ÿ“… 1997 ๐Ÿ› Elsevier Science ๐ŸŒ English โš– 566 KB

We present a membership-query algorithm for efficiently learning DNF with respect to the uniform distribution. In fact, the algorithm properly learns with respect to uniform the class TOP of Boolean functions expressed as a majority vote over parity functions. We also describe extensions of this alg