Bayesian Nonparametric Data Analysis

Innbundet / 2015 / Engelsk
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Produktbeskrivelse

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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Detaljer

ISBN13
9783319189673
Format
Product format
Innbundet
Utgiver
Vendor
Springer International Publishing AG
Språk
Product language
Engelsk
Publisert
2015