PROJECTION PURSUIT REGRESSION FOR MODERATE NONLINEARITIES

被引:6
作者
ALDRIN, M
BOLVIKEN, E
SCHWEDER, T
机构
[1] NORWEGIAN COMP CTR,OSLO,NORWAY
[2] UNIV OSLO,OSLO 3,NORWAY
关键词
NONPARAMETRIC REGRESSION; SMOOTHING; PROJECTION PURSUIT REGRESSION;
D O I
10.1016/0167-9473(93)90156-N
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We present methods specially designed to be effective with moderately non-linear regression relationships. The model fitted is of the Projection Pursuit Regression (PPR) type with a smooth, non-parametric link function connecting the mean response to a linear combination of the regressors. New algorithms, close to ordinary linear regression, are developed. Considerable numerical evidence is given to substantiate the claims that the new methods outperform standard PPR when the non-linearity is moderate and the signal to noise ratio small.
引用
收藏
页码:379 / 403
页数:25
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