Search Results for: Graphical Models Exponential Families And Variational Inference

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

A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for making deci

A graphical model is a statistical model that is represented by a graph. The factorization properties underlying graphical models facilitate tractable computati

This book constitutes the refereed proceedings of the 8th International Conference on Intelligent Computing, ICIC 2012, held in Huangshan, China, in July 2012.

At the crossroads between statistics and machine learning, probabilistic graphical models (PGMs) provide a powerful formal framework to model complex data. An e