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作者:Jose C. Principe  出版社:Springer Verlag  出版日:2012/05/27 裝訂:平裝
This bookisan outgrowthoften yearsof researchatthe Universityof Florida Computational NeuroEngineering Laboratory (CNEL) in the general area of statistical signal processing and machine learning. One
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作者:Christopher M. Bishop  出版社:Springer Verlag  出版日:2006/08/17 裝訂:精裝
This is the first text on pattern recognition to present the Bayesian viewpoint, one that has become increasing popular in the last five years. It presents approximate inference algorithms that permi
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作者:Uffe B. Kjaerulff; Anders L. Madsen  出版社:Springer Verlag  出版日:2007/11/01 裝訂:平裝
Probabilistic networks, also known as Bayesian networks and influence diagrams, have become one of the most promising technologies in the area of applied artificial intelligence. This book provides a
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作者:Vladimir Naumovich Vapnik  出版社:Springer Verlag  出版日:1999/12/01 裝訂:平裝
The aim of this book is to discuss the fundamental ideas which lie behind the statistical theory of learning and generalization. It considers learning as a general problem of function estimation based
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作者:Robert G. Cowell; Philip Dawid; Steffen L. Lauritzen; David J. Spiegelhalter  出版社:Springer-Verlag New York Inc.  出版日:1999/06/01 裝訂:精裝
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作者:Uffe B. Kjaerulff; Anders L. Madsen  出版社:Springer Verlag  出版日:2012/11/29 裝訂:精裝
In a Second Edition offering six new sections, new examples, tables, figures and more, this book shows how to understand, construct, and analyze intelligent systems for decision support based on proba
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作者:Reuven Y. Rubinstein; Dirk P. Kroese  出版社:Springer Verlag  出版日:2004/08/30 裝訂:精裝
Rubinstein is the pioneer of the well-known score function and cross-entropy methods.Accessible to a broad audience of engineers, computer scientists, mathematicians, statisticians and in general anyo
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作者:Vladimir Naumovich Vapnik; Samuel Kotz (TRN)  出版社:Springer Verlag  出版日:2006/04/07 裝訂:精裝
In 1982, Springer published the English translation of the Russian book Estimation of Dependencies Based on Empirical Data which became the foundation of the statistical theory of learning and general
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作者:Christopher M. Bishop  出版社:Springer-Verlag New York Inc  出版日:2016/08/23 裝訂:平裝
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 a
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作者:John A. Lee; Michel Verleysen  出版社:Springer-Verlag New York Inc  出版日:2010/11/19 裝訂:平裝
This book reviews well-known methods for reducing the dimensionality of numerical databases as well as recent developments in nonlinear dimensionality reduction. All are described from a unifying poin
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作者:Arnaud Doucet (EDT); Nando De Freitas (EDT); Neil Gordon (EDT)  出版社:Springer Verlag  出版日:2001/03/01 裝訂:精裝
The advent of cheap and massive computational power in conjunction with recent developments in applied statistics have stimulated many advancements in the field of sequential Monte Carlo simulation. M
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