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ICML
2008
IEEE
16 years 8 months ago
Knows what it knows: a framework for self-aware learning
We introduce a learning framework that combines elements of the well-known PAC and mistake-bound models. The KWIK (knows what it knows) framework was designed particularly for its...
Lihong Li, Michael L. Littman, Thomas J. Walsh
ICALP
2009
Springer
16 years 7 months ago
Wireless Communication Is in APX
Abstract. In this paper we address a common question in wireless communication: How long does it take to satisfy an arbitrary set of wireless communication requests? This problem i...
Magnús M. Halldórsson, Roger Wattenh...
TACAS
2010
Springer
167views Algorithms» more  TACAS 2010»
16 years 2 months ago
Antichain Algorithms for Finite Automata
Abstract. We present a general theory that exploits simulation relations on transition systems to obtain antichain algorithms for solving the reachability and repeated reachability...
Laurent Doyen, Jean-François Raskin
ICRA
2008
IEEE
113views Robotics» more  ICRA 2008»
16 years 2 months ago
Reinforcement learning with function approximation for cooperative navigation tasks
— In this paper, we propose a reinforcement learning approach to address multi-robot cooperative navigation tasks in infinite settings. We propose an algorithm to simultaneously...
Francisco S. Melo, M. Isabel Ribeiro
SEMCO
2008
IEEE
16 years 1 months ago
Sentiment Regression: Using Real-Valued Scores to Summarize Overall Document Sentiment
In this paper, we consider a sentiment regression problem: summarizing the overall sentiment of a review with a real-valued score. Empirical results on a set of labeled reviews sh...
Adam Drake, Eric K. Ringger, Dan Ventura