Searching for "Agnostically Learning Halfspaces." – sorted by Relevance.
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ABSTRACT Agnostically Learning Decision Trees
- parallels recent work towards agnostic learning of halfspaces [13]; algorithmically, it is significantly
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Hardness of learning halfspaces with noise
- parlance, we prove that weak proper agnostic learning of halfspaces is hard. This settles a question
- Cited by 11 (1 self) – Add To MetaCart
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A Query Algorithm for Agnostically Learning DNF?
- to agnostically learn halfspaces with respect to the uniform distribution without queries in time n O(1/ǫ4
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Agnostically Learning
- Adam Tauman Kalai TTI-Chicago kalai@(email omitted); Agnostically Learning Halfspaces Adam R. Klivans
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unknown title
- Agnostically Learning Halfspaces Adam Tauman KalaiTTI-Chicago kalai@(email omitted); Adam R. Klivans
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A Query Algorithm for Agnostically Learning DNF? Let f: {−1, 1} n → {−1, 1} be an arbitrary Boolean
- to agnostically learn halfspaces with respect to the uniform distribution without queries in time n O(1/ǫ4
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0310882, NSF-CCF-0432037, and NSF-CCF-0427129.
- (√n) . They also gave a breakthrough result for agnostic learning of halfspaces by showing a simple algorithm
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Agnostic Boosting
- as wrong. The motivation for such learning is that, as agnostically learning with halfspaces
- Cited by 14 (3 self) – Add To MetaCart

