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Kniha An Introduction to Bayesian Inference, Methods and Computation Nick Heard

An Introduction to Bayesian Inference, Methods and Computation

Autor: Nick Heard
Jazyk: Angličtina
Vazba: Brožovaná
Vydavatel: Springer, Berlin
Dostupnost: Skladem u dodavatele
Odesíláme za 10-18 dnů
1 700 Kč
These lecture notes provide a rapid, accessible introduction to Bayesian statistical methods. The co...

Informace o knize

Autor
Nick Heard
Jazyk
Angličtina
Vazba
Kniha - Brožovaná
Vydáno
2022
Stránek
169
EAN
9783030828103
Enbook ID
41602065
Vydavatel
Springer, Berlin
Hmotnost
289
Rozměry
155 x 235 x 11

Kompletní popis

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. 

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