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An Introduction to Bayesian Inference, Methods and Computation

Name: An Introduction to Bayesian Inference, Methods and Computation
Brand: Springer, Berlin
SKU: 41602065
Price: 73.69 EUR
Availability: InStock
Author: Nick Heard
ISBN: 9783030828103

Nick Heard

Language

English

Book Paperback

Libristo code: 41602065

Publishers Springer, Berlin, November 2021

These lecture notes provide a rapid, accessible introduction to Bayesian statistical methods. The co... Full description

Libristo code: 41602065

180 b

73.69 € VAT included

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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.