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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Main Authors: | Hai-rong MU, Li-ping DING, Yu-ning SONG, Guo-qing LU |
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Format: | Article |
Language: | zho |
Published: |
Editorial Department of Journal on Communications
2016-09-01
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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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