Rotation Forests for regression

作者：

Highlights：

• The performance of the Rotation Forest ensemble method for regression is analysed.

• The experimental validation uses ensembles of regression trees and 61 datasets.

• Rotation Forest has better results than Bagging, Random Subspaces and AdaBoost.R2.

• Diversity-error diagrams show the behaviour of the ensemble methods.

摘要

Highlights•The performance of the Rotation Forest ensemble method for regression is analysed.•The experimental validation uses ensembles of regression trees and 61 datasets.•Rotation Forest has better results than Bagging, Random Subspaces and AdaBoost.R2.•Diversity-error diagrams show the behaviour of the ensemble methods.

论文关键词：Rotation Forest,Bagging,Random Subspaces,Boosting,Ensembles,Regression

论文评审过程：Available online 7 May 2013.

论文官网地址：https://doi.org/10.1016/j.amc.2013.03.139