株式会社極東書店トップ商品一覧Evolutionary Statistical Procedures: An Evolutionary Computation Approach to Statistical Procedures Designs and Applications..

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Evolutionary Statistical Procedures: An Evolutionary Computation Approach to Statistical Procedures Designs and Applications..

Evolutionary Statistical Procedures: An Evolutionary Computation Approach to Statistical Procedures Designs and Applications.. 進化統計手法

・ISBN 978-3-642-16217-6 hard EUR 99.99

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お気に入り
著者・編者Baragona, Roberto / Battaglia, F. / Poli, I.,
シリーズStatistics and Computing
出版社(Springer, GW)
出版年月2011
ページ数iv, 296 S.
言語ENG
ニュース番号<581-267>

解説

This proposed text appears to be a good introduction to evolutionary computation for use in applied statistics research. The authors draw from a vast base of knowledge about the current literature in both the design of evolutionary algorithms and statistical techniques. Modern statistical research is on the threshold of solving increasingly complex problems in high dimensions, and the generalization of its methodology to parameters whose estimators do not follow mathematically simple distributions is underway. Many of these challenges involve optimizing functions for which analytic solutions are infeasible. Evolutionary algorithms represent a powerful and easily understood means of approximating the optimum value in a variety of settings. The proposed text seeks to guide readers through the crucial issues of optimization problems in statistical settings and the implementation of tailored methods (including both stand-alone evolutionary algorithms and hybrid crosses of these procedures with standard statistical algorithms like Metropolis-Hastings) in a variety of applications. This book would serve as an excellent reference work for statistical researchers at an advanced graduate level or beyond, particularly those with a strong background in computer science.