TY - BOOK AU - Linden,Wolfgang von der AU - Dose,Volker AU - Toussaint,Udo von TI - Bayesian probability theory: applications in the Physical Sciences SN - 9781139565608 PY - 2014/// CY - Cambridge PB - Cambridge University Press KW - Probabilities KW - Bayesian statistical decision theory N1 - Title from publisher's bibliographic system (viewed on 08 Oct 2015) N2 - 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 UR - https://eresourcesptsl.ukm.remotexs.co/user/login?url=http://dx.doi.org/10.1017/CBO9781139565608 ER -