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COLT
2004
Springer
15 years 1 months ago
A New PAC Bound for Intersection-Closed Concept Classes
For hyper-rectangles in Rd Auer et al. [1] proved a PAC bound of O 1 (d + log 1 ) , where and are the accuracy and confidence parameters. It is still an open question whether one...
Peter Auer, Ronald Ortner
SYNASC
2008
IEEE
239views Algorithms» more  SYNASC 2008»
15 years 4 months ago
Undecidability Results for Finite Interactive Systems
Abstract. A new approach to the design of massively parallel and interactive programming languages has been recently proposed using rv-systems (interactive systems with registers a...
Alexandru Sofronia, Alexandru Popa, Gheorghe Stefa...
LPAR
2010
Springer
14 years 7 months ago
SAT Encoding of Unification in EL
Unification in Description Logics has been proposed as a novel inference service that can, for example, be used to detect redundancies in ontologies. In a recent paper, we have sho...
Franz Baader, Barbara Morawska
CSL
2010
Springer
14 years 11 months ago
Exact Exploration and Hanging Algorithms
Abstract. Recent analysis of sequential algorithms resulted in their axiomatization and in a representation theorem stating that, for any sealgorithm, there is an abstract state ma...
Andreas Blass, Nachum Dershowitz, Yuri Gurevich
NIPS
2007
14 years 11 months ago
Incremental Natural Actor-Critic Algorithms
We present four new reinforcement learning algorithms based on actor-critic and natural-gradient ideas, and provide their convergence proofs. Actor-critic reinforcement learning m...
Shalabh Bhatnagar, Richard S. Sutton, Mohammad Gha...