The reduction of perturbed Markov generators
- 1 June 1988
- journal article
- Published by Association for Computing Machinery (ACM) in Journal of the ACM
- Vol. 35 (3) , 675-696
- https://doi.org/10.1145/44483.44497
Abstract
A new algorithm for the hierarchical aggregation of singularly perturbed finite-state Markov processes is derived. The approach taken bridges the gap between conceptually simple results for a relatively restricted class of processes and the significantly more complex results for the general case. The critical role played by (almost) transient states is exposed, resulting in a straightforward algorithm for the construction of a sequence of aggregate generators associated with various time scales. These generators together provide a uniform asymptotic approximation of the original probability transition function.Keywords
This publication has 8 references indexed in Scilit:
- An Aggregation Technique for the Transient Analysis of Stiff Markov ChainsIEEE Transactions on Computers, 1986
- Iterative aggregation/disaggregation techniques for nearly uncoupled markov chainsJournal of the ACM, 1985
- Hierarchical aggregation of linear systems with multiple time scalesIEEE Transactions on Automatic Control, 1983
- A Reduction Process for Perturbed Markov ChainsSIAM Journal on Applied Mathematics, 1983
- Hierarchical aggregation of singularly perturbed finite state markov processesStochastics, 1983
- Optimal control of markov chains admitting strong and weak interactionsAutomatica, 1981
- Singular perturbation and iterative separation of time scalesAutomatica, 1980
- Aggregation of Variables in Dynamic SystemsEconometrica, 1961