Get Free Shipping on orders over $79
Bayesian Nonparametric Data Analysis : Springer Series in Statistics - Peter Müller

Bayesian Nonparametric Data Analysis

By: Peter Müller, Fernando Andres Quintana, Alejandro Jara

Paperback | 15 October 2016

At a Glance

Paperback


$139.75

or 4 interest-free payments of $34.94 with

 or 

Ships in 5 to 7 business days

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.

Industry Reviews

"There is much to like about the book under review. The authors present Bayesian nonparametric statistics focusing on how it is applied in data analysis. ... This is a book for a statistician or graduate student that has accepted the Bayesian approach and would like to know more about Bayesian approaches to nonparametric problems." (Ross S. McVinish, Mathematical Reviews, February, 2016)

"The book provides a rich review of Bayesian nonparametric methods and models with a wealth of illustrations ranging from simple examples to more elaborated applications on case studies considered in recent literature. ... the book succeeds in the difficult task of providing a rather complete, yet coincise, overview. Overall, the nature of the book makes it a suitable reference for both practitioners and theorists." (Bernardo Nipoti, zbMATH 1333.62003, 2016)

"Methods are illustrated with a wealth of examples, ranging from stylised applications to case studies from recent literature. The book is a good reference for statisticians interested in Bayesian non-parametric data analysis. It is well-written and structured. Readers can find the algorithms, examples and applications easy to follow and extremely useful. This book makes a good contribution to the literature in the area of Bayesian non-parametric statistics." (Diego Andres Perez Ruiz, International Statistical Review, Vol. 84 (1), 2016)

"Book provides a brief overview and introduction of the subject, points to associated theoretical and applied literature, guides the interested reader to the most important and established methods in a wealth of methods where one can easily get lost, and encourages their application. At the same time, hints to the powerful and comprehensive R package DPpackage, which comprises most of the discussed methods in a unifying, easily accessible interface, greatly reduces the barriers to the use of nonparametric Bayesian methods." (Manuel Wiesenfarth, Biometrical Journal, Vol. 58 (4), 2016)

Other Editions and Formats

Hardcover

Published: 26th June 2015

More in Probability & Statistics

Speed : How it Explains the World - Vaclav Smil

RRP $36.99

$29.75

20%
OFF
The Maths Book : Big Ideas Simply Explained - DK

RRP $42.99

$32.99

23%
OFF
The Art of Statistics : Learning from Data - David Spiegelhalter

RRP $26.99

$22.99

15%
OFF
Sampling Theory and Practice - Casey Murphy
Practical Statistics - Nancy Maxwell

$470.75

Foundations of Statistics - Everett Davies
Psychology Statistics For Dummies : For Dummies - Donncha Hanna

RRP $49.95

$38.75

22%
OFF
Introduction to Medical Statistics : 4th edition - Martin Bland

RRP $70.95

$62.75

12%
OFF
On the Edge : The Art of Risking Everything - Nate Silver

RRP $36.99

$29.75

20%
OFF
Naked Statistics : Stripping the Dread from the Data - Charles Wheelan
Statistics without Tears : An Introduction for Non-Mathematicians - Derek Rowntree
Calling Bullshit : The Art of Scepticism in a Data-Driven World - Carl T. Bergstrom
Against the Gods : The Remarkable Story of Risk - Peter L. Bernstein

RRP $37.95

$30.75

19%
OFF