Information Science and Statistics
简介 · · · · · ·
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Pattern Recognition and Machine Learning
Christopher Bishop / Springer / 2007-10-1 / USD 94.95(1555人评价)The dramatic growth in practical applications for machine learning over the la...
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The Nature of Statistical Learning Theory
Vladimir Vapnik / Springer / 1999-11-19 / USD 104.00(32人评价)The aim of this book is to discuss the fundamental ideas which lie behind the ...
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Support Vector Machines
Ingo Steinwart、Andreas Christmann / Springer / 2008-8-12 / USD 179.00(少于10人评价)This book explains the principles that make support vector machines (SVMs) a s...
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Sequential Monte Carlo Methods in Practice
Arnaud Doucet、Nando Freitas、Neil Gordon / Springer / 2001-6-21 / USD 229.00(目前无人评价)Monte Carlo methods are revolutionizing the on-line analysis of data in many f...
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Estimation of Dependences Based on Empirical Data : Empirical Inference Science (Information Science and Statistics)
Vladimir Vapnik / Kotz, S. / Springer / 2006-03-28 / USD 69.95(少于10人评价)In 1982, Springer published the English translation of the Russian book Estima...
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The Cross-Entropy Method : A Unified Approach to Combinatorial Optimization, Monte-Carlo Simulation and Machine Learning
Reuven Y. Rubinstein、Dirk P. Kroese / Springer / 2004-8-31 / GBP 135.66(少于10人评价)The cross-entropy (CE) method is one of the most significant developments in s...
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Bayesian Networks and Decision Graphs
Finn V. Jensen、Thomas D. Nielsen / Springer / 2007-6-6 / GBP 74.99(少于10人评价)This is a brand new edition of an essential work on Bayesian networks and deci...
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Probabilistic Networks and Expert Systems
Robert G. Cowell、A. Philip Dawid、Steffen L. Lauritzen、David J. Spiegelhalter / Springer / 2007-7 / USD 199.99(少于10人评价)Probabilistic expert systems are graphical networks which support the modeling...
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Nonlinear Dimensionality Reduction
John A. Lee、Michel Verleysen / Springer / 2007-12-5 / GBP 99.99(少于10人评价)This book describes established and advanced methods for reducing the dimensio...
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Information Theoretic Learning : Renyi's Entropy and Kernel Perspectives
Principe, Jose C. / Springer / 2010-4-15 / 695.00 元(目前无人评价)This book presents the first cohesive treatment of Information Theoretic Learn...