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Using Model Trees for Classification

Machine LearningPublished 1 July 1998Open access
Eibe Frank, Yong Wang, Stuart J. Inglis, Geoffrey Holmes, Ian H. Witten
Citations376
SJR quartileQ1
SJR score1.15
SNIP2.14
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TL;DR

Surprisingly, using this simple transformation the model tree inducer M5′, based on Quinlan's M5, generates more accurate classifiers than the state-of-the-art decision tree learner C5.0, particularly when most of the attributes are numeric.

Abstract

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Keywords

Computer Science