• DocumentCode
    2179246
  • Title

    Stationarity tests and MSER-5: Exploring the intuition behind mean-squared-error-reduction in detecting and correcting initialization bias

  • Author

    Franklin, William W. ; White, K. Preston, Jr.

  • Author_Institution
    Dept. of Syst. & Inf. Eng., Univ. of Virginia, Charlottesville, VA, USA
  • fYear
    2008
  • fDate
    7-10 Dec. 2008
  • Firstpage
    541
  • Lastpage
    546
  • Abstract
    We explore the reasoning behind MSER-5, an efficient and effective truncation heuristic for reducing initialization bias in steady-state simulation. We also compare MSER-5 with the KPSS stationarity test as one means of investigating the possibility that MSER¿s effectiveness is the result of its utility as a stationarity measure. Conversely, this comparison also lets us explore whether or not a stationarity test from the time-series literature can be used as an effective initialization bias-control heuristic. Finally, we investigate the use of an alternative form of MSER-5 that uses a variance estimator that adjusts for serial correlation.
  • Keywords
    digital simulation; mean square error methods; time series; KPSS stationarity test; MSER-5; initialization bias; initialization bias-control heuristic; mean-squared-error-reduction; serial correlation; steady-state simulation; time-series literature; Bandwidth; Computational efficiency; Computational modeling; Convergence; Costs; Probability; Statistics; Steady-state; System testing; Systems engineering and theory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Simulation Conference, 2008. WSC 2008. Winter
  • Conference_Location
    Austin, TX
  • Print_ISBN
    978-1-4244-2707-9
  • Electronic_ISBN
    978-1-4244-2708-6
  • Type

    conf

  • DOI
    10.1109/WSC.2008.4736111
  • Filename
    4736111