• DocumentCode
    728637
  • Title

    Sufficient statistics for dynamic teams

  • Author

    Wu, Jeffrey ; Lall, Sanjay

  • Author_Institution
    Polaris Wireless, Mountain View, CA, USA
  • fYear
    2015
  • fDate
    1-3 July 2015
  • Firstpage
    5465
  • Lastpage
    5470
  • Abstract
    We show that a new theory of sufficient statistics for team decision problems applies equally well to general dynamic team decision problems. In particular, we show that the sufficient statistics given in the theory are sufficient for making optimal decisions, and moreover, they can be updated with new measurements without having to scan through the old measurements. The implication is that that the process of finding, updating, and interpreting the sufficient statistics for decentralized control problems can be done relatively easily using the tools of the new theory, without resorting to complicated probabilistic or algebraic arguments.
  • Keywords
    decentralised control; decision making; optimisation; statistics; decentralized control problem; dynamic team decision problem; optimal decision making; sufficient statistics; Current measurement; Decentralized control; History; Noise; Noise measurement; Random variables; Time measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference (ACC), 2015
  • Conference_Location
    Chicago, IL
  • Print_ISBN
    978-1-4799-8685-9
  • Type

    conf

  • DOI
    10.1109/ACC.2015.7172194
  • Filename
    7172194