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Computational Aspects of Model Choice / edited by Jaromír Antoch
(Contributions to Statistics)

データ種別 電子ブック
出版情報 Heidelberg : Physica-Verlag HD , 1993
本文言語 英語
大きさ VIII, 286 p : online resource

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URL 電子ブック


EB0099237

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内容注記 Tomáš Havránek
Bernd Streitberg
Change Point Problem
Robust Estimation in Linear Model and its Computational Aspects
Constructing Prediction Trees from Data: The RECPAM Approach
Stochastic Approximation and Optimization
Comparison of the Stochastic Approximation Software
Models, Algorithms and Software of Stochastic Optimization
Some Computational Aspects of Graphical Model Selection
Multiple Hypotheses Testing
Statistical Applications of Artificial Intelligence
一般注記 Although no-one is, probably, too enthused about the idea, it is a fact that the development of most empirical sciences to a great extend depends of the development of data analysis methods and techniques, which, due to the necessity of applications of computers for that pur­ pose, actually means that it practically depends on the advancements and orientation of computational statistics. This volume contains complete texts of the lectures held during the Summer School on "Computational Aspects of Model Choice" orga­ nized jointly by Charles University, Prague, and International Associa­ tion for Statistical Computing (IASC) on July 1-14, 1991, in Prague. Main aims of the Summer School were to review and analyse some of the recent developments concerning computational aspects of the model choice as well as their theoretical background. The topics covers the problems of the change point detection, robust estimation and its computational aspects, classification using binary trees, stochastic ap­ proximation and optimization including the discussion about available software, computational aspects of graphical model selection and mul­ tiple hypotheses testing. The bridge between these different approaches is formed by the survey paper about statistical applications of artificial intelligence
著者標目 Antoch, Jaromír editor
SpringerLink (Online service)
件 名 LCSH:Statistics
LCSH:Probabilities
FREE:Statistics
FREE:Statistics for Business/Economics/Mathematical Finance/Insurance
FREE:Probability Theory and Stochastic Processes
分 類 DC23:330.015195
巻冊次 ISBN:9783642997662 REFWLINK
ISBN 9783642997662
URL http://dx.doi.org/10.1007/978-3-642-99766-2
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