Bayesian Nonparametric Data Analysis

Bayesian Nonparametric Data Analysis
Author :
Publisher : Springer
Total Pages : 203
Release :
ISBN-10 : 9783319189680
ISBN-13 : 3319189689
Rating : 4/5 (80 Downloads)

Book Synopsis Bayesian Nonparametric Data Analysis by : Peter Müller

Download or read book Bayesian Nonparametric Data Analysis written by Peter Müller and published by Springer. This book was released on 2015-06-17 with total page 203 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.


Bayesian Nonparametric Data Analysis Related Books

Bayesian Nonparametric Data Analysis
Language: en
Pages: 203
Authors: Peter Müller
Categories: Mathematics
Type: BOOK - Published: 2015-06-17 - Publisher: Springer

DOWNLOAD EBOOK

This book reviews nonparametric Bayesian methods and models that have proven useful in the context of data analysis. Rather than providing an encyclopedic revie
Bayesian Nonparametrics
Language: en
Pages: 311
Authors: J.K. Ghosh
Categories: Mathematics
Type: BOOK - Published: 2006-05-11 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

This book is the first systematic treatment of Bayesian nonparametric methods and the theory behind them. It will also appeal to statisticians in general. The b
Bayesian Nonparametrics
Language: en
Pages: 309
Authors: Nils Lid Hjort
Categories: Mathematics
Type: BOOK - Published: 2010-04-12 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

Bayesian nonparametrics works - theoretically, computationally. The theory provides highly flexible models whose complexity grows appropriately with the amount
Bayesian Data Analysis, Third Edition
Language: en
Pages: 677
Authors: Andrew Gelman
Categories: Mathematics
Type: BOOK - Published: 2013-11-01 - Publisher: CRC Press

DOWNLOAD EBOOK

Now in its third edition, this classic book is widely considered the leading text on Bayesian methods, lauded for its accessible, practical approach to analyzin
Nonparametric Bayesian Inference in Biostatistics
Language: en
Pages: 448
Authors: Riten Mitra
Categories: Medical
Type: BOOK - Published: 2015-07-25 - Publisher: Springer

DOWNLOAD EBOOK

As chapters in this book demonstrate, BNP has important uses in clinical sciences and inference for issues like unknown partitions in genomics. Nonparametric Ba