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» Agnostically Learning Halfspaces
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109
Voted
ALT
2006
Springer
16 years 21 days ago
On Exact Learning Halfspaces with Random Consistent Hypothesis Oracle
Nader H. Bshouty, Ehab Wattad
164
Voted
ALT
2002
Springer
16 years 21 days ago
Optimally-Smooth Adaptive Boosting and Application to Agnostic Learning
We describe a new boosting algorithm that is the first such algorithm to be both smooth and adaptive. These two features make possible performance improvements for many learning ...
Dmitry Gavinsky
126
Voted
FOCS
2006
IEEE
15 years 9 months ago
Cryptographic Hardness for Learning Intersections of Halfspaces
We give the first representation-independent hardness results for PAC learning intersections of halfspaces, a central concept class in computational learning theory. Our hardness...
Adam R. Klivans, Alexander A. Sherstov
136
Voted
ICS
2010
Tsinghua U.
16 years 1 months ago
Distribution-Specific Agnostic Boosting
We consider the problem of boosting the accuracy of weak learning algorithms in the agnostic learning framework of Haussler (1992) and Kearns et al. (1992). Known algorithms for t...
Vitaly Feldman