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    AAAI
    2006
    126views Intelligent Agents» more  AAAI 2006»
    Functional Value Iteration for Decision-Theoretic Planning with General Utility Functions
    14 years 7 days ago
    Functional Value Iteration for Decision-Theoretic Planning with General Utility Functions
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    We study how to find plans that maximize the expected total utility for a given MDP, a planning objective that is important for decision making in high-stakes domains. The optimal...
    Yaxin Liu, Sven Koenig
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    AAAI
    2006
    96views Intelligent Agents» more  AAAI 2006»
    Properties of Forward Pruning in Game-Tree Search
    14 years 7 days ago
    Properties of Forward Pruning in Game-Tree Search
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    Forward pruning, or selectively searching a subset of moves, is now commonly used in game-playing programs to reduce the number of nodes searched with manageable risk. Forward pru...
    Yew Jin Lim, Wee Sun Lee
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    AAAI
    2006
    123views Intelligent Agents» more  AAAI 2006»
    Semi-supervised Multi-label Learning by Constrained Non-negative Matrix Factorization
    14 years 7 days ago
    Semi-supervised Multi-label Learning by Constrained Non-negative Matrix Factorization
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    We present a novel framework for multi-label learning that explicitly addresses the challenge arising from the large number of classes and a small size of training data. The key a...
    Yi Liu, Rong Jin, Liu Yang
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    AAAI
    2006
    87views Intelligent Agents» more  AAAI 2006»
    PPCP: Efficient Probabilistic Planning with Clear Preferences in Partially-Known Environments
    14 years 7 days ago
    PPCP: Efficient Probabilistic Planning with Clear Preferences in Partially-Known Environments
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    Maxim Likhachev, Anthony Stentz
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    AAAI
    2006
    97views Intelligent Agents» more  AAAI 2006»
    Script and Language Identification in Degraded and Distorted Document Images
    14 years 7 days ago
    Script and Language Identification in Degraded and Distorted Document Images
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    This paper reports a statistical identification technique that differentiates scripts and languages in degraded and distorted document images. We identify scripts and languages th...
    Shijian Lu, Chew Lim Tan
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    AAAI
    2006
    144views Intelligent Agents» more  AAAI 2006»
    Efficient Active Fusion for Decision-Making via VOI Approximation
    14 years 7 days ago
    Efficient Active Fusion for Decision-Making via VOI Approximation
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    Active fusion is a process that purposively selects the most informative information from multiple sources as well as combines these information for achieving a reliable result ef...
    Wenhui Liao, Qiang Ji
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    AAAI
    2006
    112views Intelligent Agents» more  AAAI 2006»
    Detecting Disjoint Inconsistent Subformulas for Computing Lower Bounds for Max-SAT
    14 years 7 days ago
    Detecting Disjoint Inconsistent Subformulas for Computing Lower Bounds for Max-SAT
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    Many lower bound computation methods for branch and bound Max-SAT solvers can be explained as procedures that search for disjoint inconsistent subformulas in the Max-SAT instance ...
    Chu Min Li, Felip Manyà, Jordi Planes
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    AAAI
    2006
    119views Intelligent Agents» more  AAAI 2006»
    Minimum Description Length Principle: Generators Are Preferable to Closed Patterns
    14 years 7 days ago
    Minimum Description Length Principle: Generators Are Preferable to Closed Patterns
    Download  www.aaai.org
    The generators and the unique closed pattern of an equivalence class of itemsets share a common set of transactions. The generators are the minimal ones among the equivalent items...
    Jinyan Li, Haiquan Li, Limsoon Wong, Jian Pei, Guo...
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    AAAI
    2006
    146views Intelligent Agents» more  AAAI 2006»
    Incremental Least Squares Policy Iteration for POMDPs
    14 years 7 days ago
    Incremental Least Squares Policy Iteration for POMDPs
    Download  www.aaai.org
    We present a new algorithm, called incremental least squares policy iteration (ILSPI), for finding the infinite-horizon stationary policy for partially observable Markov decision ...
    Hui Li, Xuejun Liao, Lawrence Carin
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    AAAI
    2006
    101views Intelligent Agents» more  AAAI 2006»
    Performing Incremental Bayesian Inference by Dynamic Model Counting
    14 years 7 days ago
    Performing Incremental Bayesian Inference by Dynamic Model Counting
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    The ability to update the structure of a Bayesian network when new data becomes available is crucial for building adaptive systems. Recent work by Sang, Beame, and Kautz (AAAI 200...
    Wei Li 0002, Peter van Beek, Pascal Poupart
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