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Locally differentially private frequency distribution estimation with relative error optimization

delete2024-06-06
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PRE
AI
王宁 封面图
王宁 (Ning Wang)
Y
Yifei Liu
Z
Zhigang Wang *
Z
Zhiqiang Wei
R
Ruichun Tang
P
Peng Tang
G
Ge Yu
DOI:10.1007/s11704-024-3311-1delete
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摘要

摘要

En 中文
ConclusionIn this paper, an iterative framework iterUA is designed for publishing frequency distribution with reduced relative error on multidimensional data under LDP. In each iteration step, the optimized user allocation strategy OUAS is invoked to reduce the relative error in the derived results. In the furture, we are going to investigate the problem of the relative error optimization for mean estimation under LDP.

期刊

Frontiers of Computer Science 封面图
Frontiers of Computer Science
IF:
4.6
论文数:
1.6K
被引数:
2.8K

机构

G
Guangzhou University
学者数:
1.8W
论文数: 1.3W
被引数: 1.8W
O
ocean university of china
学者数:
3.1W
论文数: 2.0W
被引数: 21
S
shandong university
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9.5W
论文数: 6.4W
被引数: 94
N
northeastern university - china
学者数:
3.2W
论文数: 2.7W
被引数: 37
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