DocumentCode
3746715
Title
Monotonic response surface estimation by constrained coefficients
Author
Frederick A. Ahrens
Author_Institution
Operations Research, Raytheon Missile Systems, 1151 E. Hermans Road, Bldg 805, M/S G4, Tucson, AZ 85756-9367, USA
fYear
2015
Firstpage
689
Lastpage
700
Abstract
Classic first and second-order response surface models (RSM) do not automatically observe monotonicity, while in many real problems, the researcher knows the response to be monotonic in some variables. This paper provides the constraints on coefficients that ensure monotonicity and offers some approaches for estimating monotonically constrained response surfaces.
Keywords
"Response surface methodology","Bayes methods","Estimation","Predictive models","Numerical models","Sufficient conditions","Surface reconstruction"
Publisher
ieee
Conference_Titel
Winter Simulation Conference (WSC), 2015
Electronic_ISBN
1558-4305
Type
conf
DOI
10.1109/WSC.2015.7408207
Filename
7408207
Link To Document