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Bayesian Nonparametric Data Analysis - Alejandro Jara,Tim Hanson,Peter Müller,Fernando Andres Quintana

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2015-06-26
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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 ... Visas aprašymas

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Aprašymas

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.

Daugiau informacijos

Autorius Alejandro Jara, Tim Hanson, Peter Müller, Fernando Andres Quintana
Leidėjas Springer Nature Switzerland
Series Springer Series in Statistics
Išleidimo metai 2015
Viršelio tipas Kieti viršeliai
EAN 9783319189673
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165,15 € 220,20 €