Enhancement of Random Forests Using Trees with Oblique Splits

This work presents an enhancement to the classification tree algorithm which forms the basis for Random Forests. Differently from the classical tree-based methods that focus on one variable at a time to separate the observations, the new algorithm performs the search for the best split in two-dimens...

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Bibliographic Details
Main Author: Parfionovas, Andrejus
Format: Others
Published: DigitalCommons@USU 2013
Subjects:
Online Access:http://digitalcommons.usu.edu/etd/1508
http://digitalcommons.usu.edu/cgi/viewcontent.cgi?article=2540&context=etd