| Author: | Jesús M. Pérez <txus.perez{[at]}ehu.eus>, Ander Otsoa de Alda Alzaga <ander.otsoadealda{[at]}gmail.com> | |
| Category: | Classification, Ensemble learning | |
| Date: | 2022-03-21 | |
| Depends: | weka (>=3.8.7-SNAPSHOT|<3.9.0),J48Consolidated (=3.2) | |
| Description: | 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 Also see: Igor Ibarguren and Jesús M. Pérez and Javier Muguerza and Ibai Gurrutxaga and Olatz Arbelaitz. "Coverage-based resampling: Building robust consolidated decision trees". Knowledge Based Systems (2015), Vol. 79, pp 51-67. doi:10.1016/j.knosys.2014.12.023 | |
| Enhances: | ||
| License: | GPL 3.0 | |
| Maintainer: | Jesús M. Pérez <txus.perez{[at]}ehu.eus> | |
| PackageURL: | http://www.aldapa.eus/res/weka-pctbagging/J48PartiallyConsolidated-v0.3.zip | |
| Related: | J48Consolidated | |
| URL: | http://www.aldapa.eus/res/weka-pctbagging | |
| Version: | 0.3 |