عنوان

Bayesian essentials with R /

(Number (ISBN

1461486866

(Number (ISBN

1461486874

(Number (ISBN

9781461486862

(Number (ISBN

9781461486879

Erroneous ISBN

9781461486862

Number

b623705

Title Proper

Bayesian essentials with R /

General Material Designation

[Book]

First Statement of Responsibility

Jean-Michel Marin, Christian P. Robert.

Edition Statement

Second edition.

Specific Material Designation and Extent of Item

1 online resource (xiv, 296 pages) :

Other Physical Details

illustrations (some color)

Series Title

Springer Texts in Statistics,

ISSN of Series

1431-875X

Text of Note

Includes bibliographical references and index.

Text of Note

User's Manual -- Normal Models -- Regression and Variable Selection -- Generalized Linear Models -- Capture-Recapture Experiments -- Mixture Models -- Time Series -- Image Analysis.

0

Text of Note

This Bayesian modeling book provides a self-contained entry to computational Bayesian statistics. Focusing on the most standard statistical models and backed up by real datasets and an all-inclusive R (CRAN) package called bayess, the book provides an operational methodology for conducting Bayesian inference, rather than focusing on its theoretical and philosophical justifications. Readers are empowered to participate in the real-life data analysis situations depicted here from the beginning. The stakes are high and the reader determines the outcome. Special attention is paid to the derivation of prior distributions in each case and specific reference solutions are given for each of the models. Similarly, computational details are worked out to lead the reader towards an effective programming of the methods given in the book. In particular, all R codes are discussed with enough detail to make them readily understandable and expandable.

Source for Acquisition/Subscription Address

Springer

International Standard Book Number

9781461486862

Bayesian statistical decision theory.

R (Computer program language)

Bayesian statistical decision theory.

R (Computer program language)

COM077000

UFM

Number

Edition

Class number

Marin, Jean-Michel

Robert, Christian P.,1961-

Date of Transaction

20201221082822.0

Cataloguing Rules (Descriptive Conventions))

pn

Electronic name

[Book]

270410

Y