1 code implementation • 21 Jan 2021 • Mario Boley, Simon Teshuva, Pierre Le Bodic, Geoffrey I Webb
Rule ensembles are designed to provide a useful trade-off between predictive accuracy and model interpretability.
no code implementations • 20 Oct 2020 • Chaitanya Manapragada, Heitor M Gomes, Mahsa Salehi, Albert Bifet, Geoffrey I Webb
In this work, we study in ensemble settings the effectiveness of replacing the split strategy for the state-of-the-art online tree learner, Hoeffding Tree, with a rigorous but more eager splitting strategy that we had previously published as Hoeffding AnyTime Tree.
no code implementations • 16 Oct 2020 • Chaitanya Manapragada, Geoffrey I Webb, Mahsa Salehi, Albert Bifet
Hoeffding trees are the state-of-the-art methods in decision tree learning for evolving data streams.
