Coverart for item
The Resource Bayesian data analysis, Andrew Gelman, John B. Carlin, Hal S. Stern, David B. Dunson, Aki Vehtari, Donald B. Rubin

Bayesian data analysis, Andrew Gelman, John B. Carlin, Hal S. Stern, David B. Dunson, Aki Vehtari, Donald B. Rubin

Label
Bayesian data analysis
Title
Bayesian data analysis
Statement of responsibility
Andrew Gelman, John B. Carlin, Hal S. Stern, David B. Dunson, Aki Vehtari, Donald B. Rubin
Creator
Author
Subject
Language
eng
Cataloging source
NLE
http://library.link/vocab/creatorName
Gelman, Andrew
Dewey number
519.542
Illustrations
illustrations
Index
no index present
Literary form
non fiction
Nature of contents
dictionaries
Series statement
Chapman & Hall/CRC texts in statistical science
http://library.link/vocab/subjectName
  • Bayesian statistical decision theory
  • MATHEMATICS / Probability & Statistics / General
  • Bayesian statistical decision theory
Target audience
general
Label
Bayesian data analysis, Andrew Gelman, John B. Carlin, Hal S. Stern, David B. Dunson, Aki Vehtari, Donald B. Rubin
Instantiates
Publication
Carrier category
online resource
Carrier MARC source
rdacarrier
Content category
text
Content type MARC source
rdacontent
Contents
FUNDAMENTALS OF BAYESIAN INFERENCE; Probability and Inference; Single-Parameter Models; Introduction to Multiparameter Models; Asymptotics and Connections to Non-Bayesian Approaches; Hierarchical Models FUNDAMENTALS OF BAYESIAN DATA ANALYSIS; Model Checking; Evaluating, Comparing, and Expanding Models; Modeling Accounting for Data Collection; Decision Analysis ADVANCED COMPUTATION; Introduction to Bayesian Computation; Basics of Markov Chain Simulation; Computationally Efficient Markov Chain Simulation; Modal and Distributional Approximations REGRESSION MODELS; Introduction to Regression Models; Hierarchical Linear Models; Generalized Linear Models; Models for Robust Inference Models for Missing Data NONLINEAR AND NONPARAMETRIC MODELS Parametric Nonlinear Models; Basic Function Models; Gaussian Process Models; Finite Mixture Models; Dirichlet Process Models APPENDICES; A: Standard Probability Distributions; B: Outline of Proofs of Asymptotic Theorems; C: Computation in R and Stan Bibliographic Notes and Exercises appear at the end of each chapter
Control code
990802337
Extent
1 online resource
Form of item
online
Governing access note
Owing to Legal Deposit regulations this resource may only be accessed from within National Library of Scotland on library computers. For more information contact enquiries@nls.uk.
Isbn
9781439898222
Media category
computer
Media MARC source
rdamedia
Other physical details
illustrations.
http://library.link/vocab/ext/overdrive/overdriveId
tandf_258359
Specific material designation
remote
System control number
(OCoLC)990802337
Label
Bayesian data analysis, Andrew Gelman, John B. Carlin, Hal S. Stern, David B. Dunson, Aki Vehtari, Donald B. Rubin
Publication
Carrier category
online resource
Carrier MARC source
rdacarrier
Content category
text
Content type MARC source
rdacontent
Contents
FUNDAMENTALS OF BAYESIAN INFERENCE; Probability and Inference; Single-Parameter Models; Introduction to Multiparameter Models; Asymptotics and Connections to Non-Bayesian Approaches; Hierarchical Models FUNDAMENTALS OF BAYESIAN DATA ANALYSIS; Model Checking; Evaluating, Comparing, and Expanding Models; Modeling Accounting for Data Collection; Decision Analysis ADVANCED COMPUTATION; Introduction to Bayesian Computation; Basics of Markov Chain Simulation; Computationally Efficient Markov Chain Simulation; Modal and Distributional Approximations REGRESSION MODELS; Introduction to Regression Models; Hierarchical Linear Models; Generalized Linear Models; Models for Robust Inference Models for Missing Data NONLINEAR AND NONPARAMETRIC MODELS Parametric Nonlinear Models; Basic Function Models; Gaussian Process Models; Finite Mixture Models; Dirichlet Process Models APPENDICES; A: Standard Probability Distributions; B: Outline of Proofs of Asymptotic Theorems; C: Computation in R and Stan Bibliographic Notes and Exercises appear at the end of each chapter
Control code
990802337
Extent
1 online resource
Form of item
online
Governing access note
Owing to Legal Deposit regulations this resource may only be accessed from within National Library of Scotland on library computers. For more information contact enquiries@nls.uk.
Isbn
9781439898222
Media category
computer
Media MARC source
rdamedia
Other physical details
illustrations.
http://library.link/vocab/ext/overdrive/overdriveId
tandf_258359
Specific material designation
remote
System control number
(OCoLC)990802337

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