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    UAI
    2003
    109views Artificial Intelligence» more  UAI 2003»
    Strong Faithfulness and Uniform Consistency in Causal Inference
    13 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
    109views Artificial Intelligence» more  UAI 2003»
    Exploiting Locality in Searching the Web
    13 years 11 months ago
    Exploiting Locality in Searching the Web
    Download  www.cs.brown.edu
    Published experiments on spidering the Web suggest that, given training data in the form of a (relatively small) subgraph of the Web containing a subset of a selected class of tar...
    Joel Young, Thomas Dean
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    UAI
    2003
    212views Artificial Intelligence» more  UAI 2003»
    Collaborative Ensemble Learning: Combining Collaborative and Content-Based Information Filtering via Hierarchical Bayes
    13 years 11 months ago
    Collaborative Ensemble Learning: Combining Collaborative and Content-Based Information Filtering via Hierarchical Bayes
    Download  research.microsoft.com
    Collaborative filtering (CF) and contentbased filtering (CBF) have widely been used in information filtering applications, both approaches having their individual strengths and...
    Kai Yu, Anton Schwaighofer, Volker Tresp, Wei-Ying...
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    UAI
    1998
    91views Artificial Intelligence» more  UAI 1998»
    Tractable Inference for Complex Stochastic Processes
    13 years 11 months ago
    Tractable Inference for Complex Stochastic Processes
    Download  www.cis.upenn.edu
    The monitoring and control of any dynamic system depends crucially on the ability to reason about its current status and its future trajectory. In the case of a stochastic system,...
    Xavier Boyen, Daphne Koller
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    UAI
    1998
    91views Artificial Intelligence» more  UAI 1998»
    Hierarchical Solution of Markov Decision Processes using Macro-actions
    13 years 11 months ago
    Hierarchical Solution of Markov Decision Processes using Macro-actions
    Download  www.cs.toronto.edu
    tigate the use of temporally abstract actions, or macro-actions, in the solution of Markov decision processes. Unlike current models that combine both primitive actions and macro-...
    Milos Hauskrecht, Nicolas Meuleau, Leslie Pack Kae...
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