Pattern Recognition and Machine Learning

Christopher M. Bishop

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Language: English

Published by Springer New York, Springer US Aug 2016, 2016

1493938436 / 9781493938438

Series: Book 19 of 19 - Information Science and Statistics

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Neuware -Pattern recognition has its origins in engineering, whereas machine learning grew out of computer science. However, these activities can be viewed as two facets of the same field, and together they have undergone substantial development over the past ten years. In particular, Bayesian methods have grown from a specialist niche to become mainstream, while graphical models have emerged as a general framework for describing and applying probabilistic models. Also, the practical applicability of Bayesian methods has been greatly enhanced through the development of a range of approximate inference algorithms such as variational Bayes and expectation pro- gation. Similarly, new models based on kernels have had significant impact on both algorithms and applications. This new textbook reacts these recent developments while providing a comprehensive introduction to the fields of pattern recognition and machine learning. It is aimed at advanced undergraduates or first year PhD students, as wellas researchers and practitioners, and assumes no previous knowledge of pattern recognition or - chine learning concepts. Knowledge of multivariate calculus and basic linear algebra is required, and some familiarity with probabilities would be helpful though not essential as the book includes a self-contained introduction to basic probability theory.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 760 pp. Englisch.

Seller Inventory # 9781493938438

Title
Pattern Recognition and Machine Learning
Author
Christopher M. Bishop
Publisher
Springer New York, Springer US Aug 2016
Publication year
2016
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
1493938436
ISBN 13
9781493938438
Item weight
1,402 grams
Dimensions
254x178x41 mm
Series
Book 19 of 19: Information Science and Statistics

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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