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Nonparametric Variable Selection: The EARTH Algorithm

Published in Journal of the American Statistical Association • Dec 1, 2008
NobleIDNI3P11W47R46S45
Authors:
Kjell A. Doksum
,
Shijie Tang
,
Kam‐Wah Tsui

Abstract

We consider regression experiments involving a response variable Y and a large number of predictor variables X1, …, Xd, many of which may be irrelevant for the prediction of Y and thus must be removed before Y can be predicted from the X’s. We consider two procedures that select variables by using i...

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