A Differential Privacy Budget Allocation Algorithm Based on Out-of-Bag Estimation in Random Forest

The issue of how to improve the usability of data publishing under differential privacy has become one of the top questions in the field of machine learning privacy protection, and the key to solving this problem is to allocate a reasonable privacy protection budget. To solve this problem, we design...

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Bibliographic Details
Main Authors: Xin Li, Baodong Qin, Yiyuan Luo, Dong Zheng
Format: Article
Language:English
Published: MDPI AG 2022-11-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/10/22/4338