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Bayesian Statistics for Experimental Scientists
Richard A. Chechile
其他書名
A General Introduction Using Distribution-Free Methods
出版
MIT Press
, 2020-09-08
主題
Mathematics / Probability & Statistics / Bayesian Analysis
Mathematics / Probability & Statistics / General
ISBN
0262360705
9780262360708
URL
http://books.google.com.hk/books?id=JM_tDwAAQBAJ&hl=&source=gbs_api
EBook
SAMPLE
註釋
An introduction to the Bayesian approach to statistical inference that demonstrates its superiority to orthodox frequentist statistical analysis.
This book offers an introduction to the Bayesian approach to statistical inference, with a focus on nonparametric and distribution-free methods. It covers not only well-developed methods for doing Bayesian statistics but also novel tools that enable Bayesian statistical analyses for cases that previously did not have a full Bayesian solution. The book's premise is that there are fundamental problems with orthodox frequentist statistical analyses that distort the scientific process. Side-by-side comparisons of Bayesian and frequentist methods illustrate the mismatch between the needs of experimental scientists in making inferences from data and the properties of the standard tools of classical statistics.