Pattern Recognition and Machine Learning di Christopher M. Bishop edito da SPRINGER NATURE
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Pattern Recognition and Machine Learning

EAN:

9780387310732

ISBN:

0387310738

Pagine:
738
Formato:
Hardback
Lingua:
Inglese
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Descrizione Pattern Recognition and Machine Learning

The dramatic growth in practical applications for machine learning over the last ten years has been accompanied by many important developments in the underlying algorithms and techniques. For example, 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 techniques. The practical applicability of Bayesian methods has been greatly enhanced by the development of a range of approximate inference algorithms such as variational Bayes and expectation propagation, while new models based on kernels have had a significant impact on both algorithms and applications.

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