Bayesian Probability Theory

Applications in the Physical Sciences

Nonfiction, Science & Nature, Mathematics, Technology, Science
Cover of the book Bayesian Probability Theory by Wolfgang von der Linden, Volker Dose, Udo von Toussaint, Cambridge University Press
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Author: Wolfgang von der Linden, Volker Dose, Udo von Toussaint ISBN: 9781139949293
Publisher: Cambridge University Press Publication: June 12, 2014
Imprint: Cambridge University Press Language: English
Author: Wolfgang von der Linden, Volker Dose, Udo von Toussaint
ISBN: 9781139949293
Publisher: Cambridge University Press
Publication: June 12, 2014
Imprint: Cambridge University Press
Language: English

From the basics to the forefront of modern research, this book presents all aspects of probability theory, statistics and data analysis from a Bayesian perspective for physicists and engineers. The book presents the roots, applications and numerical implementation of probability theory, and covers advanced topics such as maximum entropy distributions, stochastic processes, parameter estimation, model selection, hypothesis testing and experimental design. In addition, it explores state-of-the art numerical techniques required to solve demanding real-world problems. The book is ideal for students and researchers in physical sciences and engineering.

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From the basics to the forefront of modern research, this book presents all aspects of probability theory, statistics and data analysis from a Bayesian perspective for physicists and engineers. The book presents the roots, applications and numerical implementation of probability theory, and covers advanced topics such as maximum entropy distributions, stochastic processes, parameter estimation, model selection, hypothesis testing and experimental design. In addition, it explores state-of-the art numerical techniques required to solve demanding real-world problems. The book is ideal for students and researchers in physical sciences and engineering.

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