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    UAI
    2003
    91views Artificial Intelligence» more  UAI 2003»
    Decision Making with Partially Consonant Belief Functions
    13 years 5 months ago
    Decision Making with Partially Consonant Belief Functions
    Download  web.ku.edu
    Phan Hong Giang, Prakash P. Shenoy
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    UAI
    2003
    100views Artificial Intelligence» more  UAI 2003»
    Extending Factor Graphs so as to Unify Directed and Undirected Graphical Models
    13 years 5 months ago
    Extending Factor Graphs so as to Unify Directed and Undirected Graphical Models
    Download  www.cs.ubc.ca
    Brendan J. Frey
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    UAI
    2003
    116views Artificial Intelligence» more  UAI 2003»
    Locally Weighted Naive Bayes
    13 years 5 months ago
    Locally Weighted Naive Bayes
    Download  www.cs.waikato.ac.nz
    Despite its simplicity, the naive Bayes classifier has surprised machine learning researchers by exhibiting good performance on a variety of learning problems. Encouraged by thes...
    Eibe Frank, Mark Hall, Bernhard Pfahringer
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    UAI
    2003
    100views Artificial Intelligence» more  UAI 2003»
    Symbolic Generalization for On-line Planning
    13 years 5 months ago
    Symbolic Generalization for On-line Planning
    Download  anytime.cs.umass.edu
    Symbolic representations have been used successfully in off-line planning algorithms for Markov decision processes. We show that they can also improve the performance of online p...
    Zhengzhu Feng, Eric A. Hansen, Shlomo Zilberstein
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    UAI
    2003
    108views Artificial Intelligence» more  UAI 2003»
    The Information Bottleneck EM Algorithm
    13 years 5 months ago
    The Information Bottleneck EM Algorithm
    Download  www.cs.huji.ac.il
    Learning with hidden variables is a central challenge in probabilistic graphical models that has important implications for many real-life problems. The classical approach is usin...
    Gal Elidan, Nir Friedman
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    UAI
    2003
    83views Artificial Intelligence» more  UAI 2003»
    Probabilistic Reasoning about Actions in Nonmonotonic Causal Theories
    13 years 5 months ago
    Probabilistic Reasoning about Actions in Nonmonotonic Causal Theories
    Download  www.kr.tuwien.ac.at
    Thomas Eiter, Thomas Lukasiewicz
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    UAI
    2003
    176views Artificial Intelligence» more  UAI 2003»
    A Simple Insight into Iterative Belief Propagation's Success
    13 years 5 months ago
    A Simple Insight into Iterative Belief Propagation's Success
    Download  www.ics.uci.edu
    In non-ergodic belief networks the posterior belief of many queries given evidence may become zero. The paper shows that when belief propagation is applied iteratively over arbitr...
    Rina Dechter, Robert Mateescu
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    UAI
    2003
    125views Artificial Intelligence» more  UAI 2003»
    Robust Independence Testing for Constraint-Based Learning of Causal Structure
    13 years 5 months ago
    Robust Independence Testing for Constraint-Based Learning of Causal Structure
    Download  www.pitt.edu
    This paper considers a method that combines ideas from Bayesian learning, Bayesian network inference, and classical hypothesis testing to produce a more reliable and robust test o...
    Denver Dash, Marek J. Druzdzel
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    UAI
    2003
    89views Artificial Intelligence» more  UAI 2003»
    Loopy Belief Propagation as a Basis for Communication in Sensor Networks
    13 years 5 months ago
    Loopy Belief Propagation as a Basis for Communication in Sensor Networks
    Download  aduni.org
    Christopher Crick, Avi Pfeffer
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    UAI
    2003
    131views Artificial Intelligence» more  UAI 2003»
    CLP(BN): Constraint Logic Programming for Probabilistic Knowledge
    13 years 5 months ago
    CLP(BN): Constraint Logic Programming for Probabilistic Knowledge
    Download  www.dcc.fc.up.pt
    Abstract. In Datalog, missing values are represented by Skolem constants. More generally, in logic programming missing values, or existentially quantified variables, are represent...
    Vítor Santos Costa, David Page, Maleeha Qaz...
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