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COLT
2008
Springer
13 years 7 months ago
2008
Springer
ICML
1995
IEEE
13 years 9 months ago
1995
IEEE
COLT
2001
Springer
13 years 9 months ago
2001
Springer
We prove strong noise-tolerance properties of a potential-based boosting algorithm, similar to MadaBoost (Domingo and Watanabe, 2000) and SmoothBoost (Servedio, 2003). Our analysi...
ECML
2006
Springer
13 years 9 months ago
2006
Springer
This paper studies the PAC and agnostic PAC learnability of some standard function classes in the learning in higher-order logic setting introduced by Lloyd et al. In particular, i...
TIT
1998
13 years 5 months ago
1998
We show that if the closureof a function class F under the metric induced by some probability distribution is not convex, then the sample complexity for agnostically learning F wi...