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Viser: Pattern Recognition and Machine Learning

Pattern Recognition and Machine Learning

Pattern Recognition and Machine Learning

Christopher M. Bishop
(2011)
Sprog: Engelsk
Springer London, Limited
941,00 kr. 846,90 kr.
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Detaljer Om Varen

  • Hardback: 738 sider
  • Udgiver: Springer London, Limited (April 2011)
  • ISBN: 9780387310732

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.

Probability Distributions. - Linear Models for Regression. - Linear Models for Classification. - Neural Networks. - Kernel Methods. - Sparse Kernel Machines. - Graphical Models. - Mixture Models and EM. - Approximate Inference. - Sampling Methods. - Continuous Latent Variables. - Sequential Data. - Combining Models.

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