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    FLAIRS
    2003
    133views Artificial Intelligence» more  FLAIRS 2003»
    An Extension of the Differential Approach for Bayesian Network Inference to Dynamic Bayesian Networks
    13 years 6 months ago
    An Extension of the Differential Approach for Bayesian Network Inference to Dynamic Bayesian Networks
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    We extend the differential approach to inference in Bayesian networks (BNs) (Darwiche, 2000) to handle specific problems that arise in the context of dynamic Bayesian networks (D...
    Boris Brandherm
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    UAI
    2000
    103views Artificial Intelligence» more  UAI 2000»
    A Differential Approach to Inference in Bayesian Networks
    13 years 6 months ago
    A Differential Approach to Inference in Bayesian Networks
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    Adnan Darwiche
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    IJAR
    2006
    125views more  IJAR 2006»
    Compiling relational Bayesian networks for exact inference
    13 years 5 months ago
    Compiling relational Bayesian networks for exact inference
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    We describe in this paper a system for exact inference with relational Bayesian networks as defined in the publicly available Primula tool. The system is based on compiling propos...
    Mark Chavira, Adnan Darwiche, Manfred Jaeger
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    NIPS
    2008
    210views Information Technology» more  NIPS 2008»
    Accelerating Bayesian Inference over Nonlinear Differential Equations with Gaussian Processes
    13 years 6 months ago
    Accelerating Bayesian Inference over Nonlinear Differential Equations with Gaussian Processes
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    Identification and comparison of nonlinear dynamical system models using noisy and sparse experimental data is a vital task in many fields, however current methods are computation...
    Ben Calderhead, Mark Girolami, Neil D. Lawrence
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    BMCBI
    2007
    164views more  BMCBI 2007»
    Comparison of probabilistic Boolean network and dynamic Bayesian network approaches for inferring gene regulatory networks
    13 years 5 months ago
    Comparison of probabilistic Boolean network and dynamic Bayesian network approaches for inferring gene regulatory networks
    Download  www.biomedcentral.com
    Background: The regulation of gene expression is achieved through gene regulatory networks (GRNs) in which collections of genes interact with one another and other substances in a...
    Peng Li, Chaoyang Zhang, Edward J. Perkins, Ping G...
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