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Titlebook: Tools for Statistical Inference; Methods for the Expl Martin A. Tanner Textbook 19932nd edition Springer-Verlag New York, Inc. 1993 Area.Ba

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书目名称Tools for Statistical Inference
副标题Methods for the Expl
编辑Martin A. Tanner
视频videohttp://file.papertrans.cn/926/925991/925991.mp4
丛书名称Springer Series in Statistics
图书封面Titlebook: Tools for Statistical Inference; Methods for the Expl Martin A. Tanner Textbook 19932nd edition Springer-Verlag New York, Inc. 1993 Area.Ba
描述This book provides a unified introduction to a variety of computational algorithms for likelihood and Bayesian inference. In this second edition, I have attempted to expand the treatment of many of the techniques dis­ cussed, as well as include important topics such as the Metropolis algorithm and methods for assessing the convergence of a Markov chain algorithm. Prerequisites for this book include an understanding of mathematical statistics at the level of Bickel and Doksum (1977), some understanding of the Bayesian approach as in Box and Tiao (1973), experience with condi­ tional inference at the level of Cox and Snell (1989) and exposure to statistical models as found in McCullagh and Neider (1989). I have chosen not to present the proofs of convergence or rates of convergence since these proofs may require substantial background in Markov chain theory which is beyond the scope ofthis book. However, references to these proofs are given. There has been an explosion of papers in the area of Markov chain Monte Carlo in the last five years. I have attempted to identify key references - though due to the volatility of the field some work may have been missed.
出版日期Textbook 19932nd edition
关键词Area; Bayesian inference; Gibbs sampler; Likelihood; Monte Carlo method; Statistica; algorithms; computatio
版次2
doihttps://doi.org/10.1007/978-1-4684-0192-9
isbn_ebook978-1-4684-0192-9Series ISSN 0172-7397 Series E-ISSN 2197-568X
issn_series 0172-7397
copyrightSpringer-Verlag New York, Inc. 1993
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