DocumentCode
1913077
Title
A modification of Cheng´S method: An alternative Factor Screening method for stochastic simulation models
Author
Yaesoubi, Reza ; Roberts, Stephen D. ; Klein, Robert W.
Author_Institution
Med. Sch., Harvard Univ., Boston, MA, USA
fYear
2010
fDate
5-8 Dec. 2010
Firstpage
1034
Lastpage
1047
Abstract
Factor Screening experiments identify those factors with significant effect on a selected output. We propose a modification of Cheng´s method as a new factor screening alternative for simulation models whose output has homogeneous variance and can be described by a second-order polynomial function. The performance of the proposed model is compared with several other factor screening alternatives through an empirical evaluation. The results show that the proposed method sustains its efficiency and accuracy as the number of factors or the homogeneous variance increases. However, its accuracy degrades as variance heterogeneity increases.
Keywords
polynomials; simulation; stochastic processes; Cheng method modification; alternative factor screening method; second-order polynomial function; stochastic simulation models; Accuracy; Analytical models; Bifurcation; Data models; Mirrors; Polynomials;
fLanguage
English
Publisher
ieee
Conference_Titel
Simulation Conference (WSC), Proceedings of the 2010 Winter
Conference_Location
Baltimore, MD
ISSN
0891-7736
Print_ISBN
978-1-4244-9866-6
Type
conf
DOI
10.1109/WSC.2010.5679088
Filename
5679088
Link To Document