DiffPRFs:random forest under differential privacy

A differential privacy algorithm DiffPRFs based on random forests was proposed.Exponential mechanism was used to select split point and split attribute in each decision tree building process,and noise was added according to Laplace mechanism.Differential privacy protection requirement was satisfied...

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Bibliographic Details
Main Authors: Hai-rong MU, Li-ping DING, Yu-ning SONG, Guo-qing LU
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2016-09-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2016169/
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