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Bayesian Nonparametric Data Analysis

von Alejandro Jara, Fernando Andres Quintana, Peter Müller und Tim Hanson
Softcover - 9783319368429
128,39 €
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Hardcover - 9783319189673
128,39 €

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Weitere Formate

Hardcover - 9783319189673
128,39 €

Beschreibung

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.

Details

Verlag Springer International Publishing
Ersterscheinung 15. Oktober 2016
Maße 23.5 cm x 15.5 cm
Gewicht 324 Gramm
Format Softcover
ISBN-13 9783319368429
Auflage Softcover reprint of the original 1st ed. 2015
Seiten 193

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