Title :
Consistency of overlapping batch variances
Author :
Wood, Demet Ceylan ; Schmeiser, Bruce
Author_Institution :
Sch. of Ind. Eng., Purdue Univ., West Lafayette, IN, USA
Abstract :
When the simulation point estimator is the sample variance, its standard error can be estimated using batch variances, which are analogous to batch means for the standard error of the sample mean. We suggest a modification to the definition of OBV for analytical tractability and to improve its statistical properties. We discuss conjectures about when overlapping batch variances (OBV) is consistent. In particular, we argue that OBV seems likely to be consistent (almost) whenever overlapping batch means (OBM) is consistent. Both the definition modification and the consistency conjecture seem relevant to all overlapping batch statistics (OBS) estimators where the point estimator can be interpreted as the mean of a related stochastic process.
Keywords :
parameter estimation; simulation; stochastic processes; analytical tractability; consistency conjecture; definition modification; error; overlapping batch statistics; overlapping batch variances; sample variance; simulation point estimator; statistical properties; stochastic process; Analysis of variance; Analytical models; Autocorrelation; Error analysis; H infinity control; Industrial engineering; Performance analysis; Statistics; Stochastic processes;
Conference_Titel :
Simulation Conference Proceedings, 1994. Winter
Print_ISBN :
0-7803-2109-X
DOI :
10.1109/WSC.1994.717165