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    UAI
    2003
    121views Artificial Intelligence» more  UAI 2003»
    Learning Riemannian Metrics
    14 years 27 days ago
    Learning Riemannian Metrics
    Download  www-2.cs.cmu.edu
    We consider the problem of learning a Riemannian metric associated with a given differentiable manifold and a set of points. Our approach to the problem involves choosing a metric...
    Guy Lebanon
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    UAI
    2003
    116views Artificial Intelligence» more  UAI 2003»
    Preference-based Graphic Models for Collaborative Filtering
    14 years 27 days ago
    Preference-based Graphic Models for Collaborative Filtering
    Download  www.cs.cmu.edu
    Collaborative filtering is a very useful general technique for exploiting the preference patterns of a group of users to predict the utility of items to a particular user. Previou...
    Rong Jin, Luo Si, ChengXiang Zhai
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    UAI
    2003
    118views Artificial Intelligence» more  UAI 2003»
    Approximate Decomposition: A Method for Bounding and Estimating Probabilistic and Deterministic Queries
    14 years 27 days ago
    Approximate Decomposition: A Method for Bounding and Estimating Probabilistic and Deterministic Queries
    Download  www.ics.uci.edu
    In this paper, we introduce a method for approximating the solution to inference and optimization tasks in uncertain and deterministic reasoning. Such tasks are in general intract...
    David Larkin
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    UAI
    2003
    90views Artificial Intelligence» more  UAI 2003»
    1 Billion Pages = 1 Million Dollars? Mining the Web to Play "Who Wants to be a Millionaire?"
    14 years 27 days ago
    1 Billion Pages = 1 Million Dollars? Mining the Web to Play "Who Wants to be a Millionaire?"
    Download  dpennock.com
    Shyong K. Lam, David M. Pennock, Dan Cosley, Steve...
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    UAI
    2003
    118views Artificial Intelligence» more  UAI 2003»
    Layerwidth: Analysis of a New Metric for Directed Acyclic Graphs
    14 years 27 days ago
    Layerwidth: Analysis of a New Metric for Directed Acyclic Graphs
    Download  www.ling.uni-potsdam.de
    We analyze a new property of directed acyclic graphs (DAGs), called layerwidth, arising from a class of DAGs proposed by Eiter and Lukasiewicz. This class of DAGs permits certain ...
    Mark Hopkins
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    UAI
    2003
    174views Artificial Intelligence» more  UAI 2003»
    Approximate Inference and Constrained Optimization
    14 years 27 days ago
    Approximate Inference and Constrained Optimization
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    Loopy and generalized belief propagation are popular algorithms for approximate inference in Markov random fields and Bayesian networks. Fixed points of these algorithms correspo...
    Tom Heskes, Kees Albers, Bert Kappen
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    UAI
    2003
    83views Artificial Intelligence» more  UAI 2003»
    A Logic for Reasoning about Evidence
    14 years 27 days ago
    A Logic for Reasoning about Evidence
    Download  www.jair.org
    We introduce a logic for reasoning about evidence that essentially views evidence as a function from prior beliefs (before making an observation) to posterior beliefs (after makin...
    Joseph Y. Halpern, Riccardo Pucella
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    UAI
    2003
    122views Artificial Intelligence» more  UAI 2003»
    Monte-Carlo optimizations for resource allocation problems in stochastic network systems
    14 years 27 days ago
    Monte-Carlo optimizations for resource allocation problems in stochastic network systems
    Download  www.cs.pitt.edu
    Real-world distributed systems and networks are often unreliable and subject to random failures of its components. Such a stochastic behavior affects adversely the complexity of o...
    Milos Hauskrecht, Tomás Singliar
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    UAI
    2003
    87views Artificial Intelligence» more  UAI 2003»
    Implementation and Comparison of Solution Methods for Decision Processes with Non-Markovian Rewards
    14 years 27 days ago
    Implementation and Comparison of Solution Methods for Decision Processes with Non-Markovian Rewards
    Download  users.cecs.anu.edu.au
    This paper examines a number of solution methods for decision processes with non-Markovian rewards (NMRDPs). They all exploit a temporal logic specification of the reward functio...
    Charles Gretton, David Price, Sylvie Thiéba...
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    UAI
    2003
    90views Artificial Intelligence» more  UAI 2003»
    Sufficient Dimensionality Reduction with Irrelevance Statistics
    14 years 27 days ago
    Sufficient Dimensionality Reduction with Irrelevance Statistics
    Download  www.cs.huji.ac.il
    Amir Globerson, Gal Chechik, Naftali Tishby
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