• Title of article

    Quasi-regression with shrinkage Original Research Article

  • Author/Authors

    Tao Jiang، نويسنده , , Art B. Owen، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2003
  • Pages
    11
  • From page
    231
  • To page
    241
  • Abstract
    Quasi-regression is a method of Monte Carlo approximation useful for global sensitivity analysis. This paper presents a new version, incorporating shrinkage parameters of the type used in wavelet approximation. As an example application, a black box function from machine learning is analyzed. That function is nearly a sum of functions of one and two variables and the first variable acting alone accounts for more than half of the variance.
  • Keywords
    Computer experiments , Global sensitivity analysis , Wavelets , Machine learning
  • Journal title
    Mathematics and Computers in Simulation
  • Serial Year
    2003
  • Journal title
    Mathematics and Computers in Simulation
  • Record number

    854008