SECRET: a scalable linear regression tree algorithm

Abstract

Developing regression models for large datasets that are both accurate and easy to interpret is a very important data mining problem. Regression trees with linear models in the leaves satisfy both these requirements, but thus far, no truly scalable regression tree algorithm is known. This paper proposes a novel regression tree construction algorithm (SECRET… (More)
DOI: 10.1145/775047.775117

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