This book constitutes the refereed proceedings of the First International Conference on Analytical and Computational Methods in Probability Theory and its Appli

This new edition includes the latest advances and developments in computational probability involving A Probability Programming Language (APPL). The book examin

Provides a basic understanding of both the underlying mathematics and the computational methods used to solve inverse problems.

Randomization and probabilistic techniques play an important role in modern computer science, with applications ranging from combinatorial optimization and mach

Describes computational methods for parametric and nonparametric modeling of stochastic dynamics. Aimed at graduate students, and suitable for self-study.