DPWSS: differentially private working set selection for training support vector machines

Support vector machine (SVM) is a robust machine learning method and is widely used in classification. However, the traditional SVM training methods may reveal personal privacy when the training data contains sensitive information. In the training process of SVMs, working set selection is a vital st...

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Bibliographic Details
Main Authors: Zhenlong Sun, Jing Yang, Xiaoye Li, Jianpei Zhang
Format: Article
Language:English
Published: PeerJ Inc. 2021-12-01
Series:PeerJ Computer Science
Subjects:
Online Access:https://peerj.com/articles/cs-799.pdf