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
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