Convergence of locally and globally interacting Markov chains

Citation
H. Follmer et U. Horst, Convergence of locally and globally interacting Markov chains, STOCH PR AP, 96(1), 2001, pp. 99-121
Citations number
10
Categorie Soggetti
Mathematics
Journal title
STOCHASTIC PROCESSES AND THEIR APPLICATIONS
ISSN journal
03044149 → ACNP
Volume
96
Issue
1
Year of publication
2001
Pages
99 - 121
Database
ISI
SICI code
0304-4149(200111)96:1<99:COLAGI>2.0.ZU;2-W
Abstract
We study the long run behaviour of interactive Markov chains on infinite pr oduct spaces. In view of microstructure models of financial markets, the in teraction has both a local and a global component. The convergence of such Markov chains is analyzed on the microscopic level and on the macroscopic l evel of empirical fields. We give sufficient conditions for convergence on the macroscopic level. Using a perturbation of the Dobrushin-Vasserstein co ntraction technique we show that macroscopic convergence implies weak conve rgence of the underlying Markov chain. This extends the basic convergence t heorem of Vasserstein for locally interacting Markov chains to the case whe re an additional global component appears in the interaction. (C) 2001 Else vier Science B.V. All rights reserved.