16188 search results - page 12 / 3238 » The Optimal PAC Algorithm |
EMNLP
2008
15 years 3 months ago
2008
We present an algorithmic framework for learning multiple related tasks. Our framework exploits a form of prior knowledge that relates the output spaces of these tasks. We present...
130
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COLT
2001
Springer
15 years 6 months ago
2001
Springer
We show that the class of monotone 2O( √ log n)-term DNF formulae can be PAC learned in polynomial time under the uniform distribution from random examples only. This is an expo...
107
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ESANN
2008
15 years 3 months ago
2008
The aim of this paper is to enhance the performance of a reinforcement learning game agent controller, within a dynamic game environment, through the retention of learned informati...
87
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INFFUS
2010
14 years 11 months ago
2010
We consider the problem of collective decision-making from an arbitrary set of classifiers under Sugeno fuzzy integral (S-FI). We assume that classifiers are given, i.e., they can...
139
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JMLR
2012
13 years 4 months ago
2012
We present the first PAC bounds for learning parameters of Conditional Random Fields [12] with general structures over discrete and real-valued variables. Our bounds apply to com...