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    UAI
    2004
    94views Artificial Intelligence» more  UAI 2004»
    A Hierarchical Graphical Model for Record Linkage
    13 years 6 months ago
    A Hierarchical Graphical Model for Record Linkage
    Download  www.cs.cmu.edu
    The task of matching co-referent records is known among other names as record linkage. For large record-linkage problems, often there is little or no labeled data available, but u...
    Pradeep D. Ravikumar, William W. Cohen
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    UAI
    2004
    127views Artificial Intelligence» more  UAI 2004»
    Active Model Selection
    13 years 6 months ago
    Active Model Selection
    Download  www.ualberta.ca
    Classical learning assumes the learner is given a labeled data sample, from which it learns a model. The field of Active Learning deals with the situation where the learner begins...
    Omid Madani, Daniel J. Lizotte, Russell Greiner
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    UAI
    2004
    106views Artificial Intelligence» more  UAI 2004»
    Case-Factor Diagrams for Structured Probabilistic Modeling
    13 years 6 months ago
    Case-Factor Diagrams for Structured Probabilistic Modeling
    Download  people.csail.mit.edu
    We introduce a probabilistic formalism subsuming Markov random fields of bounded tree width and probabilistic context free grammars. Our models are based on a representation of Bo...
    David A. McAllester, Michael Collins, Fernando Per...
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    UAI
    2004
    228views Artificial Intelligence» more  UAI 2004»
    Factored Latent Analysis for far-field Tracking Data
    13 years 6 months ago
    Factored Latent Analysis for far-field Tracking Data
    Download  people.csail.mit.edu
    This paper uses Factored Latent Analysis (FLA) to learn a factorized, segmental representation for observations of tracked objects over time. Factored Latent Analysis is latent cl...
    Chris Stauffer
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    UAI
    2004
    114views Artificial Intelligence» more  UAI 2004»
    On-line Prediction with Kernels and the Complexity Approximation Principle
    13 years 6 months ago
    On-line Prediction with Kernels and the Complexity Approximation Principle
    Download  uai.sis.pitt.edu
    The paper describes an application of Aggregating Algorithm to the problem of regression. It generalizes earlier results concerned with plain linear regression to kernel technique...
    Alexander Gammerman, Yuri Kalnishkan, Vladimir Vov...
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    UAI
    2004
    122views Artificial Intelligence» more  UAI 2004»
    Computing Best-Response Strategies in Infinite Games of Incomplete Information
    13 years 6 months ago
    Computing Best-Response Strategies in Infinite Games of Incomplete Information
    Download  ai.eecs.umich.edu
    We describe an algorithm for computing bestresponse strategies in a class of two-player infinite games of incomplete information, defined by payoffs piecewise linear in agents...
    Daniel M. Reeves, Michael P. Wellman
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    UAI
    2004
    121views Artificial Intelligence» more  UAI 2004»
    Discretized Approximations for POMDP with Average Cost
    13 years 6 months ago
    Discretized Approximations for POMDP with Average Cost
    Download  web.mit.edu
    In this paper, we propose a new lower approximation scheme for POMDP with discounted and average cost criterion. The approximating functions are determined by their values at a fi...
    Huizhen Yu, Dimitri P. Bertsekas
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    UAI
    2004
    95views Artificial Intelligence» more  UAI 2004»
    A Generative Bayesian Model for Aggregating Experts' Probabilities
    13 years 6 months ago
    A Generative Bayesian Model for Aggregating Experts' Probabilities
    Download  uai.sis.pitt.edu
    Joseph M. Kahn
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    UAI
    2004
    113views Artificial Intelligence» more  UAI 2004»
    Evidence-invariant Sensitivity Bounds
    13 years 6 months ago
    Evidence-invariant Sensitivity Bounds
    Download  uai.sis.pitt.edu
    The sensitivities revealed by a sensitivity analysis of a probabilistic network typically depend on the entered evidence. For a real-life network therefore, the analysis is perfor...
    Silja Renooij, Linda C. van der Gaag
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    UAI
    2001
    102views Artificial Intelligence» more  UAI 2001»
    Using Temporal Data for Making Recommendations
    13 years 6 months ago
    Using Temporal Data for Making Recommendations
    Download  research.microsoft.com
    Andrew Zimdars, David Maxwell Chickering, Christop...
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