Research and application of XGBoost in imbalanced data

As a new and efficient ensemble learning algorithm, XGBoost has been widely applied for its multitudinous advantages, but its classification effect in the case of data imbalance is often not ideal. Aiming at this problem, an attempt was made to optimize the regularization term of XGBoost, and a clas...

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Bibliographic Details
Main Authors: Ping Zhang, Yiqiao Jia, Youlin Shang
Format: Article
Language:English
Published: Hindawi - SAGE Publishing 2022-06-01
Series:International Journal of Distributed Sensor Networks
Online Access:https://doi.org/10.1177/15501329221106935