UAI 2008 | Sciweavers

44

UAI
2003

174views Artificial Intelligence» more UAI 2003»

Approximate Inference and Constrained Optimization

14 years 1 months ago

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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32

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UAI
2003

83views Artificial Intelligence» more UAI 2003»

A Logic for Reasoning about Evidence

14 years 1 months ago

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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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37

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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 1 months ago

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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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33

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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 1 months ago

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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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31

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UAI
2003

90views Artificial Intelligence» more UAI 2003»

Sufficient Dimensionality Reduction with Irrelevance Statistics

14 years 1 months ago

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Amir Globerson, Gal Chechik, Naftali Tishby

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38

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UAI
2003

91views Artificial Intelligence» more UAI 2003»

Decision Making with Partially Consonant Belief Functions

14 years 1 months ago

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Phan Hong Giang, Prakash P. Shenoy

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27

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UAI
2003

100views Artificial Intelligence» more UAI 2003»

Extending Factor Graphs so as to Unify Directed and Undirected Graphical Models

14 years 1 months ago

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Brendan J. Frey

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30

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UAI
2003

116views Artificial Intelligence» more UAI 2003»

Locally Weighted Naive Bayes

14 years 1 months ago

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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34

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UAI
2003

100views Artificial Intelligence» more UAI 2003»

Symbolic Generalization for On-line Planning

14 years 1 months ago

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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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42

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UAI
2003

108views Artificial Intelligence» more UAI 2003»

The Information Bottleneck EM Algorithm

14 years 1 months ago

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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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