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    IJCAI
    2007
    201views Artificial Intelligence» more  IJCAI 2007»
    Using Linear Programming for Bayesian Exploration in Markov Decision Processes
    13 years 11 months ago
    Using Linear Programming for Bayesian Exploration in Markov Decision Processes
    Download  www.cs.mcgill.ca
    A key problem in reinforcement learning is finding a good balance between the need to explore the environment and the need to gain rewards by exploiting existing knowledge. Much ...
    Pablo Samuel Castro, Doina Precup
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    NIPS
    2008
    163views Information Technology» more  NIPS 2008»
    Beyond Novelty Detection: Incongruent Events, when General and Specific Classifiers Disagree
    13 years 11 months ago
    Beyond Novelty Detection: Incongruent Events, when General and Specific Classifiers Disagree
    Download  www.cs.huji.ac.il
    Unexpected stimuli are a challenge to any machine learning algorithm. Here we identify distinct types of unexpected events, focusing on 'incongruent events' when 'g...
    Daphna Weinshall, Hynek Hermansky, Alon Zweig, Jie...
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    UAI
    2008
    187views Artificial Intelligence» more  UAI 2008»
    Knowledge Combination in Graphical Multiagent Models
    13 years 11 months ago
    Knowledge Combination in Graphical Multiagent Models
    Download  uai2008.cs.helsinki.fi
    A graphical multiagent model (GMM) represents a joint distribution over the behavior of a set of agents. One source of knowledge aboutagents'behaviormaycomefromgametheoretic ...
    Quang Duong, Michael P. Wellman, Satinder P. Singh
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    SDM
    2007
    SIAM
    130views Data Mining» more  SDM 2007»
    Maximizing the Area under the ROC Curve with Decision Lists and Rule Sets
    13 years 11 months ago
    Maximizing the Area under the ROC Curve with Decision Lists and Rule Sets
    Download  siam.org
    Decision lists (or ordered rule sets) have two attractive properties compared to unordered rule sets: they require a simpler classification procedure and they allow for a more co...
    Henrik Boström
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    AAAI
    2004
    170views Intelligent Agents» more  AAAI 2004»
    Rapid Object Recognition from Discriminative Regions of Interest
    13 years 11 months ago
    Rapid Object Recognition from Discriminative Regions of Interest
    Download  www.aaai.org
    Object recognition and detection represent a relevant component in cognitive computer vision systems, such as in robot vision, intelligent video surveillance systems, or multi-mod...
    Gerald Fritz, Christin Seifert, Lucas Paletta, Hor...
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