{pdf} Bayesian Probability Theory_Applications in the Physical Sciences Linden W., Dose V., Toussaint U.

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.