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    FLAIRS
    2006
    144views Artificial Intelligence» more  FLAIRS 2006»
    Decomposing Local Probability Distributions in Bayesian Networks for Improved Inference and Parameter Learning
    13 years 9 months ago
    Decomposing Local Probability Distributions in Bayesian Networks for Improved Inference and Parameter Learning
    Download  www.aaai.org
    A major difficulty in building Bayesian network models is the size of conditional probability tables, which grow exponentially in the number of parents. One way of dealing with th...
    Adam Zagorecki, Mark Voortman, Marek J. Druzdzel
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    JIB
    2006
    220views more  JIB 2006»
    An assessment of machine and statistical learning approaches to inferring networks of protein-protein interactions
    13 years 7 months ago
    An assessment of machine and statistical learning approaches to inferring networks of protein-protein interactions
    Download  journal.imbio.de
    Protein-protein interactions (PPI) play a key role in many biological systems. Over the past few years, an explosion in availability of functional biological data obtained from hi...
    Fiona Browne, Haiying Wang, Huiru Zheng, Francisco...
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    ECCB
    2003
    IEEE
    183views Computational Biology» more  ECCB 2003»
    Gene networks inference using dynamic Bayesian networks
    14 years 28 days ago
    Gene networks inference using dynamic Bayesian networks
    Download  bioinformatics.oxfordjournals.org
    This article deals with the identification of gene regulatory networks from experimental data using a statistical machine learning approach. A stochastic model of gene interactio...
    Bruno-Edouard Perrin, Liva Ralaivola, Aurél...
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    ECSQARU
    2007
    Springer
    89views Automated Reasoning» more  ECSQARU 2007»
    Inference and Learning in Multi-dimensional Bayesian Network Classifiers
    14 years 1 months ago
    Inference and Learning in Multi-dimensional Bayesian Network Classifiers
    Download  www.cs.uu.nl
    Peter R. de Waal, Linda C. van der Gaag
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    APBC
    2007
    75views Bioinformatics» more  APBC 2007»
    Inferring Gene Regulatory Networks by Machine Learning Methods
    13 years 9 months ago
    Inferring Gene Regulatory Networks by Machine Learning Methods
    Download  www.comp.nus.edu.sg
    Jochen Supper, Holger Fröhlich, Christian Spi...
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