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    JMLR
    2010
    134views more  JMLR 2010»
    Inference of Graphical Causal Models: Representing the Meaningful Information of Probability Distributions
    14 years 4 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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    FTML
    2008
    185views more  FTML 2008»
    Graphical Models, Exponential Families, and Variational Inference
    14 years 9 months ago
    Graphical Models, Exponential Families, and Variational Inference
    Download  www.eecs.berkeley.edu
    The formalism of probabilistic graphical models provides a unifying framework for capturing complex dependencies among random variables, and building large-scale multivariate stat...
    Martin J. Wainwright, Michael I. Jordan
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    JMLR
    2008
    141views more  JMLR 2008»
    Graphical Methods for Efficient Likelihood Inference in Gaussian Covariance Models
    14 years 9 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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    CAINE
    2008
    124views Computer Science» more  CAINE 2008»
    A Graphics-User Interface in Support of a Cognitive Inference Architecture
    14 years 11 months ago
    A Graphics-User Interface in Support of a Cognitive Inference Architecture
    Download  users.cs.fiu.edu
    - The objective of this paper is to present a graphical-user-interface (GUI) in support of a decision support system (KASER) for machine understanding. In order to provide informat...
    Isai Michel Lombera, Jayeshkumar Patel, Stuart Har...
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    ECSQARU
    2007
    Springer
    182views Automated Reasoning» more  ECSQARU 2007»
    Causal Graphical Models with Latent Variables: Learning and Inference
    15 years 3 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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