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 :
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