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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
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Graphical Models for Machine Learning and Digital Communication
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Graphical Models
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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
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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