Bayesian Probability Theory: Applications in the Physical Sciences

ISBN: 9781139950343 出版年：2014 页码：654 Linden, Wolfgang Von Der Dose, Volker Toussaint, Udo Von Cambridge University Press

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.