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投影寻踪回归

Projection Pursuit Regression

Journal of the American Statistical Association · 1981
被引 475 · 同刊同年前 4%
ABS 4

中文导读

提出一种新的非参数多元回归方法,将回归面表示为预测变量线性组合的平滑函数之和,比逐步回归更通用,支持图形解释。

Abstract

Abstract A new method for nonparametric multiple regression is presented. The procedure models the regression surface as a sum of general smooth functions of linear combinations of the predictor variables in an iterative manner. It is more general than standard stepwise and stagewise regression procedures, does not require the definition of a metric in the predictor space, and lends itself to graphical interpretation. Key Words: Nonparametric regressionSmoothingProjection pursuitSurface approximation

非参数回归多元回归统计学习数据平滑