Bayesian Reasoning and Machine Learning

Name: Bayesian Reasoning and Machine Learning
Price: 21.37 USD
Availability: InStock
ISBN: 9780521518147

ISBN-10: 0521518148

ISBN-13: 9780521518147

Edition: 2011

Authors: David Barber

List price: $97.95

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Book details

List price: $97.95
Copyright year: 2011
Publisher: Cambridge University Press
Publication date: 2/2/2012
Binding: Hardcover
Pages: 720
Size: 7.75" wide x 10.00" long x 1.50" tall
Weight: 4.004
Language: English

David Barber is a Reader in Information Processing at University College London.



Preface



Inference in Probabilistic Models



Probabilistic reasoning



Basic graph concepts



Belief networks



Graphical models



Efficient inference in trees



The junction tree algorithm



Making decisions



Learning in Probabilistic Models



Statistics for machine learning



Learning as inference



Naive Bayes



Learning with hidden variables



Bayesian model selection



Machine Learning



Machine learning concepts



Nearest neighbour classification



Unsupervised linear dimension reduction



Supervised linear dimension reduction



Linear models



Bayesian linear models



Gaussian processes



Mixture models



Latent linear models



Latent ability models



Dynamical Models



Discrete-state Markov models



Continuous-state Markov models



Switching linear dynamical systems



Distributed computation



Approximate Inference



Sampling



Deterministic approximate inference


Appendix. Background mathematics


Bibliography


Index