XGBoost for Imbalanced Data Based on Cost-sensitive Activation Function

For binary classification with category imbalance,acost-sensitive activation function XGBoost algorithm(CSAF-XGBoost) is proposed to promote the ability of recognizing minority samples.When XGBoost algorithm constructs decision trees,unbalanced data will affect split point selection,which lead to mi...

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Bibliographic Details
Main Author: LI Jing-tai, WANG Xiao-dan
Format: Article
Language:zho
Published: Editorial office of Computer Science 2022-05-01
Series:Jisuanji kexue
Subjects:
Online Access:https://www.jsjkx.com/fileup/1002-137X/PDF/1002-137X-2022-49-5-135.pdf