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    AAAI
    2010
    131views Intelligent Agents» more  AAAI 2010»
    SixthSense: Fast and Reliable Recognition of Dead Ends in MDPs
    14 years 3 days ago
    SixthSense: Fast and Reliable Recognition of Dead Ends in MDPs
    Download  www.cs.washington.edu
    The results of the latest International Probabilistic Planning Competition (IPPC-2008) indicate that the presence of dead ends, states with no trajectory to the goal, makes MDPs h...
    Andrey Kolobov, Mausam, Daniel S. Weld
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    AAAI
    2010
    177views Intelligent Agents» more  AAAI 2010»
    Gaussian Mixture Model with Local Consistency
    14 years 3 days ago
    Gaussian Mixture Model with Local Consistency
    Download  people.cs.uchicago.edu
    Gaussian Mixture Model (GMM) is one of the most popular data clustering methods which can be viewed as a linear combination of different Gaussian components. In GMM, each cluster ...
    Jialu Liu, Deng Cai, Xiaofei He
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    AAAI
    2010
    214views Intelligent Agents» more  AAAI 2010»
    Multi-Instance Dimensionality Reduction
    14 years 3 days ago
    Multi-Instance Dimensionality Reduction
    Download  cs.nju.edu.cn
    Multi-instance learning deals with problems that treat bags of instances as training examples. In single-instance learning problems, dimensionality reduction is an essential step ...
    Yu-Yin Sun, Michael K. Ng, Zhi-Hua Zhou
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    IJCAI
    2007
    180views Artificial Intelligence» more  IJCAI 2007»
    Explanation-Based Feature Construction
    14 years 2 days ago
    Explanation-Based Feature Construction
    Download  www.ijcai.org
    Choosing good features to represent objects can be crucial to the success of supervised machine learning algorithms. Good high-level features are those that concentrate informatio...
    Shiau Hong Lim, Li-Lun Wang, Gerald DeJong
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    IJCAI
    2007
    196views Artificial Intelligence» more  IJCAI 2007»
    Concept Sampling: Towards Systematic Selection in Large-Scale Mixed Concepts in Machine Learning
    14 years 2 days ago
    Concept Sampling: Towards Systematic Selection in Large-Scale Mixed Concepts in Machine Learning
    Download  www.cs.cmu.edu
    This paper addresses the problem of concept sampling. In many real-world applications, a large collection of mixed concepts is available for decision making. However, the collecti...
    Yi Zhang 0010, Xiaoming Jin
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