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Bog, paperback Bayesian Nonparametric Data Analysis af Peter Muller

Bayesian Nonparametric Data Analysis (Springer Series in Statistics)

(Bog, paperback)

49 black & white illustrations, 10 colour illustrations, biography

49 black & white illustrations, 10 colour illustrations, biography

Produktdetaljer:

Sprog:
Engelsk
ISBN-13:
9783319368429
Sideantal:
207
Udgivet:
04-11-2016
Udgave:
Softcover reprint of the original 1st ed. 2015
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Forlagets beskrivelse
49 black & white illustrations, 10 colour illustrations, biography
Bibliotekernes beskrivelse
This book reviews nonparametric Bayesian methods and models that have proven useful in the context of data analysis. Rather than providing an encyclopedic review of probability models, the book's structure follows a data analysis perspective. As such, the chapters are organized by traditional data analysis problems. In selecting specific nonparametric models, simpler and more traditional models are favored over specialized ones. The discussed methods are illustrated with a wealth of examples, including applications ranging from stylized examples to case studies from recent literature. The book also includes an extensive discussion of computational methods and details on their implementation. R code for many examples is included in online software pages.

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