• DocumentCode
    1482647
  • Title

    A single sample path-based performance sensitivity formula for Markov chains

  • Author

    Cao, Xi-Ren ; Yuan, Xue-Ming ; Qiu, Li

  • Author_Institution
    Hong Kong Univ. of Sci. & Technol., Kowloon, Hong Kong
  • Volume
    41
  • Issue
    12
  • fYear
    1996
  • fDate
    12/1/1996 12:00:00 AM
  • Firstpage
    1814
  • Lastpage
    1817
  • Abstract
    Using a sample path approach, we derive a new formula for performance sensitivities of discrete-time Markov chains. A distinguished feature of this formula is that the quantities involved can be estimated by analyzing a single sample path of a Markov chain. Thus, the formula provides a new direction for sensitivity analysis and can be viewed as an extension of the perturbation realization theory to problems where infinitesimal perturbation analysis does not work well
  • Keywords
    Markov processes; control system analysis; matrix algebra; perturbation techniques; probability; sensitivity analysis; state-space methods; discrete-time Markov chains; performance sensitivity; perturbation realization theory; single sample path; state space; transition probability matrix; Analytical models; Equations; Information technology; Performance analysis; Q measurement; Sensitivity analysis; Steady-state; Stochastic systems; Telecommunications; Weight measurement;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/9.545747
  • Filename
    545747