Waikato / moa

MOA is an open source framework for Big Data stream mining. It includes a collection of machine learning algorithms (classification, regression, clustering, outlier detection, concept drift detection and recommender systems) and tools for evaluation.
http://moa.cms.waikato.ac.nz/
GNU General Public License v3.0
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Adding ARF-Reg and ARFFIMTDD (base tree for ARF-Reg) #174

Closed hmgomes closed 5 years ago

hmgomes commented 5 years ago

This PR includes the adaptive random forest algorithm adaptation for regression tasks (AKA ARF-Reg). It uses the FIMTDD decision tree algorithm as the base learner. Please check the following reference for more details.

Reference

Heitor Murilo Gomes, Jean-Paul Barddal, Luis Eduardo Boiko Ferreira, Albert Bifet. In European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN), 2018. PDF: https://www.elen.ucl.ac.be/Proceedings/esann/esannpdf/es2018-183.pdf