Pattern Recognition and Machine Learning (Hardcover)
Language: English
Published by Springer-Verlag New York Inc., New York, NY, 2006
- First Edition
- Hardcover
- New
Seller: Grand Eagle Retail, Bensenville, IL, U.S.A.Grand Eagle Retail
AbeBooks seller since October 12, 2005
Condition: New
£ 87.60
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Add to basketItem description from seller
Hardcover. 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. Pattern recognition has its origins in engineering, whereas machine learning grew out of computer science. 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. Shipping may be from multiple locations in the US or from the UK, depending on stock availability.…
Seller Inventory # 9780387310732
- Title
- Pattern Recognition and Machine Learning (Hardcover)
- Author
- Christopher M. Bishop
- Publisher
- Springer-Verlag New York Inc., New York, NY
- Publication year
- 2006
- Condition
- new
- Binding
- Hardcover
- Language
- English
- ISBN 10
- 0387310738
- ISBN 13
- 9780387310732
- Edition
- 1st Edition
- Series
- Book 1 of 1: Information science and statistics
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Grand Eagle Retail
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AbeBooks seller since October 12, 2005
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