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Bayesian Analysis with Python

You're reading from   Bayesian Analysis with Python A practical guide to probabilistic modeling

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Product type Paperback
Published in Jan 2024
Publisher Packt
ISBN-13 9781805127161
Length 394 pages
Edition 3rd Edition
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Author (1):
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Osvaldo Martin Osvaldo Martin
Author Profile Icon Osvaldo Martin
Osvaldo Martin
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Table of Contents (15) Chapters Close

Preface
1. Chapter 1 Thinking Probabilistically FREE CHAPTER 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

Chapter 7
Mixture Models

...the father has the form of a lion, the mother of an ant; the father eats flesh and the mother herbs. And these breed the ant-lion... –The Book of Imaginary Beings

The River Plate (also known as La Plata River or Río de la Plata) is the widest river on Earth and a natural border between Argentina and Uruguay. During the late 19th century, the port area along this river was a place where indigenous people mixed with Africans (most of them slaves) and European immigrants. One consequence of this encounter was the mix of European music, such as the waltz and mazurka, with the African candombe and Argentinian milonga (which, in turn, is a mix of Afro-American rhythms), giving origin to the dance and music we now call the tango.

Mixing previously existing elements is a great way to create new things, not only in the context of music. In statistics, mixture models are one common approach to model building. These models are built by mixing simpler...

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