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    ICC
    2007
    IEEE
    125views Communications» more  ICC 2007»
    Scalable Fault Diagnosis in IP Networks using Graphical Models: A Variational Inference Approach
    14 years 1 months ago
    Scalable Fault Diagnosis in IP Networks using Graphical Models: A Variational Inference Approach
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    In this paper we investigate the fault diagnosis problem in IP networks. We provide a lower bound on the average number of probes per edge using variational inference technique pro...
    Rajesh Narasimha, Souvik Dihidar, Chuanyi Ji, Stev...
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    JAIR
    2008
    113views more  JAIR 2008»
    Graphical Model Inference in Optimal Control of Stochastic Multi-Agent Systems
    13 years 7 months ago
    Graphical Model Inference in Optimal Control of Stochastic Multi-Agent Systems
    Download  www.jair.org
    In this article we consider the issue of optimal control in collaborative multi-agent systems with stochastic dynamics. The agents have a joint task in which they have to reach a ...
    Bart van den Broek, Wim Wiegerinck, Bert Kappen
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    JMLR
    2010
    134views more  JMLR 2010»
    Inference of Graphical Causal Models: Representing the Meaningful Information of Probability Distributions
    13 years 2 months ago
    Inference of Graphical Causal Models: Representing the Meaningful Information of Probability Distributions
    Download  parallel.vub.ac.be
    This paper studies the feasibility and interpretation of learning the causal structure from observational data with the principles behind the Kolmogorov Minimal Sufficient Statist...
    Jan Lemeire, Kris Steenhaut
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    JMLR
    2008
    141views more  JMLR 2008»
    Graphical Methods for Efficient Likelihood Inference in Gaussian Covariance Models
    13 years 7 months ago
    Graphical Methods for Efficient Likelihood Inference in Gaussian Covariance Models
    Download  jmlr.csail.mit.edu
    In graphical modelling, a bi-directed graph encodes marginal independences among random variables that are identified with the vertices of the graph. We show how to transform a bi...
    Mathias Drton, Thomas S. Richardson
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    ECSQARU
    2007
    Springer
    182views Automated Reasoning» more  ECSQARU 2007»
    Causal Graphical Models with Latent Variables: Learning and Inference
    14 years 1 months ago
    Causal Graphical Models with Latent Variables: Learning and Inference
    Download  placid.insa-rouen.fr
    Stijn Meganck, Philippe Leray, Bernard Manderick
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