• 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