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Statistical Rethinking A Bayesian Course with Examples in R & Stan builds readers' knowledge of & confidence in statistical modeling Reflecting the need for even minor programming in today's model-based statistics the book pushes readers to perform step-by-step calculations that are usually automated This unique computational approach ensures that readers understand enough of the details to make reasonable choices & interpretations in their own modeling work The text presents generalized linear multilevel models from a Bayesian perspective relying on a simple logical interpretation of Bayesian probability & maximum entropy It covers from the basics of regression to multilevel models The author also discusses measurement error missing data & Gaussian process models for spatial & network autocorrelation By using complete R code examples throughout this book provides a practical foundation for performing statistical inference Designed for both Ph D students & seasoned professionals in the natural & social sciences it prepares them for more advanced or specialized statistical modeling Web Resource The book is accompanied by an R package (rethinking) that is available on the author's website & Git Hub The two core functions (map & map 2stan) of this package allow a variety of statistical models to be constructed from standard model formulas ...
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Statistics For Non-Statisticians

This book was written for those who need to know how to collect analyze and present data It is meant to be a first course for practitioners a book for private study or brush-up on statistics and supplementary reading for general statistics classes The book is untraditional both with respect to the choice of topics and the presentation Topics were determined by what is most useful for practical statistical work and the presentation is as non-mathematical as possible The book contains many examples using statistical functions in spreadsheets In this second edition new topics have been included eg within the area of statistical quality control in order to make the book even more useful for practitioners working in industry
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This book was written for those who need to know how to collect analyze & present data It is meant to be a first course for practitioners a book for private study or brush-up on statistics & supplementary reading for general statistics classes The book is untraditional both with respect to the choice of topics & the presentation Topics were determined by what is most useful for practical statistical work & the presentation is as non-mathematical as possible The book contains many examples using statistical functions in spreadsheets In this second edition new topics have been included eg within the area of statistical quality control in order to make the book even more useful for practitioners working in industry

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