A Tree-Based Multiscale Regression Method

A tree-based method for regression is proposed. In a high dimensional feature space, the method has the ability to adapt to the lower intrinsic dimension of data if the data possess such a property so that reliable statistical estimates can be performed without being hindered by the “curse of dimens...

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Bibliographic Details
Main Authors: Haiyan Cai, Qingtang Jiang
Format: Article
Language:English
Published: Frontiers Media S.A. 2018-12-01
Series:Frontiers in Applied Mathematics and Statistics
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fams.2018.00063/full