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01/23/2014
Online Speedup Learning for Optimal Planning
Domain-independent planning is one of the foundational areas in the fiel...
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01/16/2014
Implicit Abstraction Heuristics
State-space search with explicit abstraction heuristics is at the state ...
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01/15/2014
Generic Preferences over Subsets of Structured Objects
Various tasks in decision making and decision support systems require se...
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09/26/2013
Monte-Carlo Planning: Theoretically Fast Convergence Meets Practical Efficiency
Popular Monte-Carlo tree search (MCTS) algorithms for online planning, s...
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02/06/2013
Cost-Sharing in Bayesian Knowledge Bases
Bayesian knowledge bases (BKBs) are a generalization of Bayes networks a...
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12/12/2012
Introducing Variable Importance Tradeoffs into CP-Nets
The ability to make decisions and to assess potential courses of action ...
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07/11/2012
Compact Value-Function Representations for Qualitative Preferences
We consider the challenge of preference elicitation in systems that help...
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07/04/2012
Unstructuring User Preferences: Efficient Non-Parametric Utility Revelation
Tackling the problem of ordinal preference revelation and reasoning, we ...
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06/15/2012
Simple Regret Optimization in Online Planning for Markov Decision Processes
We consider online planning in Markov decision processes (MDPs). In onli...
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05/22/2009