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» Sequential Decision Making Under Uncertainty
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ACL
2008
15 years 3 months ago
Mixture Model POMDPs for Efficient Handling of Uncertainty in Dialogue Management
In spoken dialogue systems, Partially Observable Markov Decision Processes (POMDPs) provide a formal framework for making dialogue management decisions under uncertainty, but effi...
James Henderson, Oliver Lemon
95
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COMMA
2008
15 years 3 months ago
Basic influence diagrams and the liberal stable semantics
Abstract. This paper is concerned with the general problem of constructing decision tables and more specifically, with the identification of all possible outcomes of decisions. We ...
Paul-Amaury Matt, Francesca Toni
CORR
2006
Springer
140views Education» more  CORR 2006»
15 years 1 months ago
Nearly optimal exploration-exploitation decision thresholds
While in general trading off exploration and exploitation in reinforcement learning is hard, under some formulations relatively simple solutions exist. Optimal decision thresholds ...
Christos Dimitrakakis
SBP
2010
Springer
15 years 7 months ago
State-Dependent Risk Preferences in Evolutionary Games
Abstract. There is much empirical evidence that human decisionmaking under risk does not correspond the decision-theoretic notion of “rational” decision making, namely to make ...
Patrick Roos, Dana S. Nau
NIPS
2004
15 years 3 months ago
Approximately Efficient Online Mechanism Design
Online mechanism design (OMD) addresses the problem of sequential decision making in a stochastic environment with multiple self-interested agents. The goal in OMD is to make valu...
David C. Parkes, Satinder P. Singh, Dimah Yanovsky