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An Introduction to Bayesian Inference, Methods and Computation

Autoren: Heard, Nick

  • Quickly progresses from fundamental concepts to advanced modelling techniques
  • Provides Stan and Python codes for illustrating concepts
  • Presents exercises with solutions integrated into each chapter
Weitere Vorteile

Dieses Buch kaufen

eBook 67,40 €
Preis für Deutschland (Brutto)
  • Die eBook-Version des Titels ist in Kürze verfügbar
  • Erscheinungstermin: 26. November 2021
  • ISBN 978-3-030-82808-0
  • Versehen mit digitalem Wasserzeichen, DRM-frei
  • Erhältliche Formate:
  • eBooks sind auf allen Endgeräten nutzbar
Hardcover 85,59 €
Preis für Deutschland (Brutto)
Über dieses Lehrbuch

These lecture notes provide a rapid, accessible introduction to Bayesian statistical methods. The course covers the fundamental philosophy and principles of Bayesian inference, including the reasoning behind the prior/likelihood model construction synonymous with Bayesian methods, through to advanced topics such as nonparametrics, Gaussian processes and latent factor models. These advanced modelling techniques can easily be applied using computer code samples written in Python and Stan which are integrated into the main text. Importantly, the reader will learn methods for assessing model fit, and to choose between rival modelling approaches.

 


Über die Autor*innen

Professor Nick Heard received his PhD degree from the Department of Mathematics at Imperial College London in 2001 and currently holds the position of Chair in Statistics at Imperial. His research interests include developing statistical models for cyber-security applications, finding community structure in large dynamic networks, clustering and changepoint analysis, in each case using computational Bayesian methods.

Dieses Buch kaufen

eBook 67,40 €
Preis für Deutschland (Brutto)
  • Die eBook-Version des Titels ist in Kürze verfügbar
  • Erscheinungstermin: 26. November 2021
  • ISBN 978-3-030-82808-0
  • Versehen mit digitalem Wasserzeichen, DRM-frei
  • Erhältliche Formate:
  • eBooks sind auf allen Endgeräten nutzbar
Hardcover 85,59 €
Preis für Deutschland (Brutto)
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Bibliografische Information

Bibliographic Information
Buchtitel
An Introduction to Bayesian Inference, Methods and Computation
Autoren
Copyright
2021
Verlag
Springer International Publishing
Copyright Inhaber
The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG
eBook ISBN
978-3-030-82808-0
DOI
10.1007/978-3-030-82808-0
Hardcover ISBN
978-3-030-82807-3
Auflage
1
Seitenzahl
XII, 169
Anzahl der Bilder
12 schwarz-weiß Abbildungen, 70 Abbildungen in Farbe
Themen