Bayesian Probability Theory - Udo Von Toussaint,Wolfgang Von Der Linden,Volker Dose
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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 select ... Full description
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Description
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.
More Information
| Author | Udo Von Toussaint, Wolfgang Von Der Linden, Volker Dose |
|---|---|
| Publisher | Cambridge University Press |
| Release year | 2014 |
| Cover type | Hardcover |
| EAN | 9781107035904 |