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Computational Aspects of Model Choice

Computational Aspects of Model Choice

Paperback

Series: Contributions to Statistics

Business GeneralProbability & Statistics

ISBN10: 3790806528
ISBN13: 9783790806526
Publisher: Physica-Verlag
Published: Dec 15 1992
Pages: 286
Weight: 0.92
Height: 0.62 Width: 6.14 Depth: 9.21
Language: English
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.

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