Van Oijen M Bayesian Compendium 2ed 2024
General:
Name: Van Oijen M Bayesian Compendium 2ed 2024
Format: pdf
Size: 15.26 MB
Book:
Title: Bayesian Compendium
Author: Marcel van Oijen
Language: angielski
Year: 2024
Subjects: Science & Technology, Mathematics, Probability Theory
Publisher: Springer-Verlag New York, LLC
ISBN: 9783031660856
Total pages: 261
Description:
This book describes how Bayesian methods work. Its primary aim is to demystify them, and to show readers: Bayesian thinking isn’t difficult and can be used in virtually every kind of research. In addition to revealing the underlying simplicity of statistical methods, the book explains how to parameterise and compare models while accounting for uncertainties in data, model parameters and model structures. How exactly should data be used in modelling? The literature offers a bewildering variety of techniques and approaches (Bayesian calibration, data assimilation, Kalman filtering, model-data fusion, etc). This book provides a short and easy guide to all of these and more. It was written from a unifying Bayesian perspective, which reveals how the multitude of techniques and approaches are in fact all related to one another. Basic notions from probability theory are introduced. Executable code examples are included to enhance the book’s practical use for scientific modellers, and all code is available online as well.
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