Home Page Icon
Home Page
Table of Contents for
Title Page
Close
Title Page
by Donald B. Rubin, Aki Vehtari, David B. Dunson, Hal S. Stern, John B. Carlin, And
Bayesian Data Analysis, Third Edition, 3rd Edition
Cover
Title Page
Copyright
Contents
Preface
Part I: Fundamentals of Bayesian Inference
1 Probability and inference
2 Single-parameter models
3 Introduction to multiparameter models
4 Asymptotics and connections to non-Bayesian approaches
5 Hierarchical models
Part II: Fundamentals of Bayesian Data Analysis
6 Model checking
7 Evaluating, comparing, and expanding models
8 Modeling accounting for data collection
9 Decision analysis
Part III: Advanced Computation
10 Introduction to Bayesian computation
11 Basics of Markov chain simulation
12 Computationally efficient Markov chain simulation
13 Modal and distributional approximations
Part IV: Regression Models
14 Introduction to regression models
15 Hierarchical linear models
16 Generalized linear models
17 Models for robust inference
18 Models for missing data
Part V: Nonlinear and Nonparametric Models
19 Parametric nonlinear models
20 Basis function models
21 Gaussian process models
22 Finite mixture models
23 Dirichlet process models
A Standard probability distributions
B Outline of proofs of limit theorems
C Computation in R and Stan
References
Author Index
Subject Index
Search in book...
Toggle Font Controls
Playlists
Add To
Create new playlist
Name your new playlist
Playlist description (optional)
Cancel
Create playlist
Sign In
Email address
Password
Forgot Password?
Create account
Login
or
Continue with Facebook
Continue with Google
Sign Up
Full Name
Email address
Confirm Email Address
Password
Login
Create account
or
Continue with Facebook
Continue with Google
Prev
Previous Chapter
Bayesian Data Analysis
Next
Next Chapter
Copyright
Texts in Statistical Science
Bayesian Data Analysis
Third Edition
Andrew Gelman
John B. Carlin
Hal S. Stern
David B. Dunson
Aki Vehtari
Donald B. Rubin
Add Highlight
No Comment
..................Content has been hidden....................
You can't read the all page of ebook, please click
here
login for view all page.
Day Mode
Cloud Mode
Night Mode
Reset
