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103
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IJCAI
2003
15 years 2 months ago
Approximate Policy Iteration using Large-Margin Classifiers
We present an approximate policy iteration algorithm that uses rollouts to estimate the value of each action under a given policy in a subset of states and a classifier to general...
Michail G. Lagoudakis, Ronald Parr
IJCAI
2003
15 years 2 months ago
Identifying Synonyms among Distributionally Similar Words
There have been many proposals to compute similarities between words based on their distributions in contexts. However, these approaches do not distinguish between synonyms and an...
Dekang Lin, Shaojun Zhao, Lijuan Qin, Ming Zhou
104
Voted
IJCAI
2003
15 years 2 months ago
Imitation Learning of Team-play in Multiagent System based on Hidden Markov Modeling
This paper addresses agents' intentions as building blocks of imitation learning that abstract local situations of the agent, and proposes a hierarchical hidden Markov model ...
Itsuki Noda
82
Voted
IJCAI
2003
15 years 2 months ago
Constructing utility models from observed negotiation actions
We propose a novel method for constructing utility models by learning from observed negotiation actions. In particular, we show how offers and counter-offers in negotiation can be...
Angelo C. Restificar, Peter Haddawy
92
Voted
IJCAI
2003
15 years 2 months ago
Evaluating Matching Algorithms: the Monotonicity Principle
In this paper we present the monotonicity principle, a sufficient condition to ensure that exact mapping, a mapping as would be performed by a human observer, is ranked close to ...
Ateret Anaby-Tavor, Avigdor Gal, Alberto Trombetta