Feature Learning Viewpoint of Adaboost and a New Algorithm

Feature Learning Viewpoint of Adaboost and a New Algorithm

The AdaBoost algorithm has the superiority of resisting overfitting. Understanding the mysteries of this phenomenon is a very fascinating fundamental theoretical problem. Many studies are devoted to explaining it from statistical view and margin theory. In this paper, this phenomenon is illustrated...

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Bibliographic Details
Main Authors: Fei Wang, Zhongheng Li, Fang He, Rong Wang, Weizhong Yu, Feiping Nie
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
AdaBoost
feature learning
overfitting
SVM
Online Access:https://ieeexplore.ieee.org/document/8868178/

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