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    IJAR
    2010
    130views more  IJAR 2010»
    Learning locally minimax optimal Bayesian networks
    13 years 10 months ago
    Learning locally minimax optimal Bayesian networks
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    We consider the problem of learning Bayesian network models in a non-informative setting, where the only available information is a set of observational data, and no background kn...
    Tomi Silander, Teemu Roos, Petri Myllymäki
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    IJIS
    2006
    115views more  IJIS 2006»
    Noisy-or classifier
    13 years 11 months ago
    Noisy-or classifier
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    We discuss an application of a family of Bayesian network models
    Jirí Vomlel
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    UAI
    1993
    88views Artificial Intelligence» more  UAI 1993»
    Using Causal Information and Local Measures to Learn Bayesian Networks
    14 years 27 days ago
    Using Causal Information and Local Measures to Learn Bayesian Networks
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    In previous work we developed a method of learning Bayesian Network models from raw data. This method relies on the well known minimal description length (MDL) principle. The MDL ...
    Wai Lam, Fahiem Bacchus
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    IJCAI
    2003
    193views Artificial Intelligence» more  IJCAI 2003»
    When Discriminative Learning of Bayesian Network Parameters Is Easy
    14 years 28 days ago
    When Discriminative Learning of Bayesian Network Parameters Is Easy
    Download  dli.iiit.ac.in
    Bayesian network models are widely used for discriminative prediction tasks such as classification. Usually their parameters are determined using 'unsupervised' methods ...
    Hannes Wettig, Peter Grünwald, Teemu Roos, Pe...
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    FLAIRS
    2006
    111views Artificial Intelligence» more  FLAIRS 2006»
    Modeling Bayesian Networks for Autonomous Diagnosis of Web Services
    14 years 29 days ago
    Modeling Bayesian Networks for Autonomous Diagnosis of Web Services
    Download  www.aaai.org
    We took an innovative approach to service level management for network enterprise systems by using integrated monitoring, diagnostics, and adaptation services in a service-oriente...
    Haiqin Wang, Guijun Wang, Alice Chen, Changzhou Wa...
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    SIGMOD
    2006
    ACM
    123views Database» more  SIGMOD 2006»
    Proactive identification of performance problems
    14 years 11 months ago
    Proactive identification of performance problems
    Download  www.cs.duke.edu
    We propose to demonstrate Fa, an automated tool for timely and accurate prediction of Service-Level-Agreement (SLA) violations caused by performance problems in database systems. ...
    Songyun Duan, Shivnath Babu
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    ICML
    1996
    IEEE
    151views Machine Learning» more  ICML 1996»
    Learning Goal Oriented Bayesian Networks for Telecommunications Risk Management
    15 years 11 days ago
    Learning Goal Oriented Bayesian Networks for Telecommunications Risk Management
    Download  sci2s.ugr.es
    This paper discusses issues related to Bayesian network model learning for unbalanced binary classification tasks. In general, the primary focus of current research on Bayesian ne...
    Kazuo J. Ezawa, Moninder Singh, Steven W. Norton
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