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    UAI
    2003
    99views Artificial Intelligence» more  UAI 2003»
    Systematic vs. Non-systematic Algorithms for Solving the MPE Task
    14 years 11 months ago
    Systematic vs. Non-systematic Algorithms for Solving the MPE Task
    Download  www.ics.uci.edu
    The paper explores the power of two systematic Branch and Bound search algorithms that exploit partition-based heuristics, BBBT (a new algorithm for which the heuristic informatio...
    Radu Marinescu 0002, Kalev Kask, Rina Dechter
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    UAI
    2003
    154views Artificial Intelligence» more  UAI 2003»
    Learning Continuous Time Bayesian Networks
    14 years 11 months ago
    Learning Continuous Time Bayesian Networks
    Download  robotics.stanford.edu
    Continuous time Bayesian networks (CTBN) describe structured stochastic processes with finitely many states that evolve over continuous time. A CTBN is a directed (possibly cycli...
    Uri Nodelman, Christian R. Shelton, Daphne Koller
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    UAI
    2003
    154views Artificial Intelligence» more  UAI 2003»
    Learning Generative Models of Similarity Matrices
    14 years 11 months ago
    Learning Generative Models of Similarity Matrices
    Download  people.csail.mit.edu
    Recently, spectral clustering (a.k.a. normalized graph cut) techniques have become popular for their potential ability at finding irregularlyshaped clusters in data. The input to...
    Rómer Rosales, Brendan J. Frey
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    UAI
    2003
    109views Artificial Intelligence» more  UAI 2003»
    Strong Faithfulness and Uniform Consistency in Causal Inference
    14 years 11 months ago
    Strong Faithfulness and Uniform Consistency in Causal Inference
    Download  www.hss.cmu.edu
    A fundamental question in causal inference is whether it is possible to reliably infer the manipulation effects from observational data. There are a variety of senses of asymptot...
    Jiji Zhang, Peter Spirtes
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    UAI
    2003
    95views Artificial Intelligence» more  UAI 2003»
    Probabilistic Models For Joint Clustering And Time-Warping Of Multidimensional Curves
    14 years 11 months ago
    Probabilistic Models For Joint Clustering And Time-Warping Of Multidimensional Curves
    Download  www.ics.uci.edu
    In this paper we present a family of models and learning algorithms that can simultaneously align and cluster sets of multidimensional curves measured on a discrete time grid. Our...
    Darya Chudova, Scott Gaffney, Padhraic Smyth
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