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cs.LG2020★ 1 cited
Emergent and Unspecified Behaviors in Streaming Decision Trees
Chaitanya Manapragada, Geoffrey I Webb, Mahsa Salehi +1
Hoeffding trees are the state-of-the-art methods in decision tree learning for evolving data streams. These very fast decision trees are used in many real applications where data i…
cs.LG2020
An Eager Splitting Strategy for Online Decision Trees
Chaitanya Manapragada, Heitor M Gomes, Mahsa Salehi +2
Decision tree ensembles are widely used in practice. In this work, we study in ensemble settings the effectiveness of replacing the split strategy for the state-of-the-art online t…