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Authors: M.I. Jordan
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Type: BOOK - Published: 2012-12-06 - Publisher: Springer Science & Business Media

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In the past decade, a number of different research communities within the computational sciences have studied learning in networks, starting from a number of di
Probabilistic Graphical Models
Language: en
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Authors: Daphne Koller
Categories: Computers
Type: BOOK - Published: 2009-07-31 - Publisher: MIT Press

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A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for making deci
Graphical Models for Machine Learning and Digital Communication
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Pages: 230
Authors: Brendan J. Frey
Categories: Computers
Type: BOOK - Published: 1998 - Publisher: MIT Press

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Graphical Models, Exponential Families, and Variational Inference
Language: en
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Authors: Martin J. Wainwright
Categories: Computers
Type: BOOK - Published: 2008 - Publisher: Now Publishers Inc

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The core of this paper is a general set of variational principles for the problems of computing marginal probabilities and modes, applicable to multivariate sta
Graphical Models
Language: en
Pages: 450
Authors: Michael Irwin Jordan
Categories: Computers
Type: BOOK - Published: 2001 - Publisher: MIT Press

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This book exemplifies the interplay between the general formal framework of graphical models and the exploration of new algorithm and architectures. The selecti