DocumentCode :
3308289
Title :
Model reduction, optimal prediction, and the Mori-Zwanzig representation of Markov chains
Author :
Beck, C.L. ; Lall, S. ; Liang, T. ; West, M.
Author_Institution :
Dept. of Ind. & Enterprise Syst. Eng., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
fYear :
2009
fDate :
15-18 Dec. 2009
Firstpage :
3282
Lastpage :
3287
Abstract :
Model reduction methods from diverse fields-including control, statistical mechanics and economics-aimed at systems that can be represented by Markov chains, are discussed in terms of their general properties and common features. These methods include decomposability, optimal prediction techniques, and Mori-Zwanzig representations. Our objective in this paper is to present a survey of and highlight connections between the approaches pursued in different fields, and demonstrate application of the methods on a set of well-known examples.
Keywords :
Markov processes; modelling; optimal systems; Markov chains; Mori-Zwanzig representation; decomposability; economics; model reduction; optimal prediction; statistical mechanics; Aerodynamics; Economic forecasting; Fluid dynamics; Hidden Markov models; History; Mechanical factors; Optimal control; Reduced order systems; Signal processing algorithms; Speech analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control, 2009 held jointly with the 2009 28th Chinese Control Conference. CDC/CCC 2009. Proceedings of the 48th IEEE Conference on
Conference_Location :
Shanghai
ISSN :
0191-2216
Print_ISBN :
978-1-4244-3871-6
Electronic_ISBN :
0191-2216
Type :
conf
DOI :
10.1109/CDC.2009.5400343
Filename :
5400343
Link To Document :
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