Ebook: Continuous-time Markov chains and applications : a two-time-scale approach
Author: G George Yin, Qing Zhang
- Series: Applications of mathematics 37
- Year: 2013
- Publisher: Springer
- City: New York
- Edition: 2nd ed
- Language: English
- pdf
Prologue and Preliminaries: Introduction and overview- Mathematical preliminaries.- Markovian models.- Two-Time-Scale Markov Chains: Asymptotic Expansions of Solutions for Forward Equations.- Occupation Measures: Asymptotic Properties and Ramification.- Asymptotic Expansions of Solutions for Backward Equations.- Applications:MDPs, Near-optimal Controls, Numerical Methods, and LQG with Switching: Markov Decision Problems.- Stochastic Control of Dynamical Systems.- Numerical Methods for Control and Optimization.- Hybrid LQG Problems.- References.- Index
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