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
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"
Conference_Titel :
Winter Simulation Conference (WSC), 2015
Electronic_ISBN :
1558-4305
DOI :
10.1109/WSC.2015.7408207