| URL: | http://www.aldapa.eus/res/weka-pctbagging | |
| Author: | Jesús M. Pérez <txus.perez{[at]}ehu.eus>, Ander Otsoa de Alda Alzaga <ander.otsoadealda{[at]}gmail.com> | |
| Maintainer: | Jesús M. Pérez <txus.perez{[at]}ehu.eus> |
Class for generating a Partially Consolidated Tree-Bagging (PCTBagging) multiple classifier. Allows building a classifier between a single consolidated tree (100%), based on J48Consolidated, and a bagging (0%), according to the given consolidation percent. First, a partially consolidated tree is built based on a set of samples, and then, a standard J48 decision tree is developed from the leaves of the tree related to each sample, as Bagging does. For more information, see:
Igor Ibarguren and Jesús M. Pérez and Javier Muguerza and Olatz Arbelaitz and Ainhoa Yera. "PCTBagging: From Inner Ensembles to Ensembles. A trade-off between Discriminating Capacity and Interpretability". Information Sciences (2022), Vol. 583, pp 219-238. doi:10.1016/j.ins.2021.11.010