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Soft regression trees: A model variant and a decomposition training algorithm

delete2025-09-03
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OA
AI
A
Antonio Consolo *
E
E. Amaldi
A
Andrea Manno
DOI:10.1016/j.ejor.2025.08.050delete
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Abstract

Abstract

En 中文
• A new soft regression trees variant with the conditional computation property is proposed. • A universal approximation result is provided for such soft regression trees. • A convergent training decomposition general scheme is presented. • A convergent version with initialization and reassignment heuristics is developed. • Our algorithm outperforms state-of-the-art deterministic/soft regression tree methods.

Journal

European Journal of Operational Research cover
European Journal of Operational Research
IF:
6
Papers:
2.2W
Citations:
6.4W

Organization

D
deib, politecnico di milano
Scholars:
6
Papers: 4
Citations: 0