The monograph is the first systematic presentation of the methods and algorithms developed by the authors for game minimax control of systems with a random jump-like structure. The methods are based on fundamental concepts of Markov process theory, Bayesian estimation, dynamic programming, differential games, and two-moment parametric approximation of probability distributions.