Integrated Learning via Randomized Forests and Localized Regression With Application to Medical Diagnosis

The tree-based machine learning functions on the divide-and-conquer principle and is known to perform well in certain applications. In this paper, we first give a new data partitioning rule using the mean of the data columns to grow the tree till the child nodes are small in size. Then, the local re...

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Bibliographic Details
Main Authors: Adeola Ogunleye, Qing-Guo Wang, Tshilidzi Marwala
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8633367/