2009•Wiley series in probability and statisticsRequires access

Graphical Models and Exponential Families

Timo Koski, John M. Noble

Open publisher page 10 citations

Abstract

This chapter contains sections titled: Introduction to exponential families Standard examples of exponential families Graphical models and exponential families Noisy ‘or’ as an exponential family Properties of the log partition function Fenchel Legendre conjugate Kullback-Leibler divergence Mean field theory Conditional Gaussian distributions Notes Exercises: Graphical models and exponential families

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This chapter contains sections titled: Introduction to exponential families Standard examples of exponential families Graphical models and exponential families Noisy ‘or’ as an exponential family Properties of the log partition function Fenchel Legendre conjugate Kullback-Leibler divergence Mean field theory Conditional Gaussian distributions Notes Exercises: Graphical models and exponential families

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Available abstract

This chapter contains sections titled: Introduction to exponential families Standard examples of exponential families Graphical models and exponential families Noisy ‘or’ as an exponential family Properties of the log partition function Fenchel Legendre conjugate Kullback-Leibler divergence Mean field theory Conditional Gaussian distributions Notes Exercises: Graphical models and exponential families

Key concepts: Exponential family, Natural exponential family, Exponential function, Graphical model, Mathematics, Gaussian, Conjugate prior, Gamma distribution

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