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Forest Pruning Based on Branch Importance

A forest is an ensemble with decision trees as members. This paper proposes a novel strategy to pruning forest to enhance ensemble generalization ability and reduce ensemble size. Unlike conventional ensemble pruning approaches, the proposed method tries to evaluate the importance of branches of tre...

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Detalles Bibliográficos
Autores principales: Jiang, Xiangkui, Wu, Chang-an, Guo, Huaping
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5474283/
https://www.ncbi.nlm.nih.gov/pubmed/28659973
http://dx.doi.org/10.1155/2017/3162571