• 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