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COLT
1993
Springer
14 years 8 days ago
Learning from a Population of Hypotheses
We introduce a new formal model in which a learning algorithm must combine a collection of potentially poor but statistically independent hypothesis functions in order to approxima...
Michael J. Kearns, H. Sebastian Seung
CLIMA
2010
13 years 9 months ago
Finding Uniform Strategies for Multi-agent Systems
We present an algorithm for finding uniform strategies in multi-agent systems with incomplete information. The algorithm finds all maximal uniform strategies for agents with incomp...
Jan Calta, Dmitry Shkatov, Bernd-Holger Schlinglof...
ICMLA
2008
13 years 9 months ago
Distributed Planning in Stochastic Games with Communication
This paper treats the problem of distributed planning in general-sum stochastic games with communication when the model is known. Our main contribution is a novel, game theoretic ...
Andriy Burkov, Brahim Chaib-draa
IJCAI
2007
13 years 9 months ago
Representations for Action Selection Learning from Real-Time Observation of Task Experts
The association of perception and action is key to learning by observation in general, and to programlevel task imitation in particular. The question is how to structure this info...
Mark A. Wood, Joanna Bryson
EACL
2006
ACL Anthology
13 years 9 months ago
Identifying Repair Targets in Action Control Dialogue
This paper proposes a method for dealing with repairs in action control dialogue to resolve participants' misunderstanding. The proposed method identifies the repair target b...
Kotaro Funakoshi, Takenobu Tokunaga