Pattern Recognition and Machine Learning

Bishop, Christopher M.

ISBN 10: 1493938436 ISBN 13: 9781493938438

Editorial: Springer, 2016

Idioma: Ingl�s

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Detalles bibliogr�ficos

T�tulo

Pattern Recognition and Machine Learning

Editor

Springer

Fecha de publicaci�n

2016

Idioma

Ingl�s

ISBN 10

1493938436

ISBN 13

9781493938438

Encuadernaci�n

Encuadernaci�n de tapa blanda

Estado

New

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Sinopsis

This is the first textbook on pattern recognition to present the Bayesian viewpoint. The book presents approximate inference algorithms that permit fast approximate answers in situations where exact answers are not feasible. It uses graphical models to describe probability distributions when no other books apply graphical models to machine learning. No previous knowledge of pattern recognition or machine learning concepts is assumed. Familiarity with multivariate calculus and basic linear algebra is required, and some experience in the use of probabilities would be helpful though not essential as the book includes a self-contained introduction to basic probability theory.

Acerca del autor

Chris Bishop is a Microsoft Distinguished Scientist and the Laboratory Director at Microsoft Research Cambridge. He is also Professor of Computer Science at the University of Edinburgh, and a Fellow of Darwin College, Cambridge. In 2004, he was elected Fellow of the Royal Academy of Engineering, and in 2007 he was elected Fellow of the Royal Society of Edinburgh.
Chris obtained a BA in Physics from Oxford, and a PhD in Theoretical Physics from the University of Edinburgh, with a thesis on quantum field theory. He then joined Culham Laboratory where he worked on the theory of magnetically confined plasmas as part of the European controlled fusion programme.

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