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
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
Journal title :
Mathematics and Computers in Simulation