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Bayesian Analysis with Python - Third Edition

You're reading from  Bayesian Analysis with Python - Third Edition

Product type Book
Published in Jan 2024
Publisher Packt
ISBN-13 9781805127161
Pages 394 pages
Edition 3rd Edition
Languages
Author (1):
Osvaldo Martin Osvaldo Martin
Profile icon Osvaldo Martin

Table of Contents (15) Chapters

Preface
1. Chapter 1 Thinking Probabilistically 2. Chapter 2 Programming Probabilistically 3. Chapter 3 Hierarchical Models 4. Chapter 4 Modeling with Lines 5. Chapter 5 Comparing Models 6. Chapter 6 Modeling with Bambi 7. Chapter 7 Mixture Models 8. Chapter 8 Gaussian Processes 9. Chapter 9 Bayesian Additive Regression Trees 10. Chapter 10 Inference Engines 11. Chapter 11 Where to Go Next 12. Bibliography
13. Other Books You May Enjoy
14. Index

Index

Akaike Information Criterion (AIC), 193, 196
ArviZ
    predictive accuracy, calculating, 212
    predictive accuracy, calculating with, 210

Bambi
    model, interpreting with, 253255
    syntax, 234
    using with HSGP, 301
Bartian penguins, 310
Bayes factors, 88, 216, 218, 219
    and inference, 228230
    calculating, analytically, 220222
    Savage-Dickey density ratio, 227
    Sequential Monte Carlo (SMC), 224
Bayesian additive regression trees (BART) model, 308
    Bartian penguins, 311
    constant and linear response, 318
    individual conditional plots, 315
    partial dependence plots (PDP), 313
    using, for variable selection, 316
Bayesian analysis...

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Bayesian Analysis with Python - Third Edition
Published in: Jan 2024 Publisher: Packt ISBN-13: 9781805127161
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