Standard Article

Regression Trees

Statistical and Numerical Computing

  1. Michael Leblanc

Published Online: 15 SEP 2006

DOI: 10.1002/9780470057339.var027

Encyclopedia of Environmetrics

Encyclopedia of Environmetrics

How to Cite

Leblanc, M. 2006. Regression Trees. Encyclopedia of Environmetrics. 5.

Author Information

  1. Fred Hutchinson Cancer Research Center, Seattle, WA, USA

Publication History

  1. Published Online: 15 SEP 2006

Abstract

Regression trees are a flexible statistical method for modeling the conditional distribution of a response variable given a vector of predictors or covariates. Trees have several advantages compared with classical parametric regression methods: they are completely nonparametric; they include powerful variable subset selection; they are robust to outliers in the covariate space and are used easily on a wide variety of data structures.