Locally differentially private frequency distribution estimation with relative error optimization

Ning WANG; Yifei LIU; Zhigang WANG; Zhiqiang WEI; Ruichun TANG; Peng TANG; Ge YU

doi:10.1007/s11704-024-3311-1

Front. Comput. Sci. ›› 2024, Vol. 18 ›› Issue (5) : 185613 DOI: 10.1007/s11704-024-3311-1

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Locally differentially private frequency distribution estimation with relative error optimization

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Ning WANG, Yifei LIU, Zhigang WANG, Zhiqiang WEI, Ruichun TANG, Peng TANG, Ge YU. Locally differentially private frequency distribution estimation with relative error optimization. Front. Comput. Sci., 2024, 18(5): 185613 DOI:10.1007/s11704-024-3311-1

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References

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[1]	Wang T, Blocki J, Li N, Jha S. Locally differentially private protocols for frequency estimation. In: Proceedings of the 26th USENIX International Conference on Security Symposium. 2017, 729−745

[2]	Li N, Qardaji W, Su D, Cao J . PrivBasis: frequent itemset mining with differential privacy. Proceedings of the VLDB Endowment, 2012, 5( 11): 1340–1351

[3]	Wang N, Xiao X, Yang Y, Zhao J, Hui S C, Shin H, Shin J, Yu G. Collecting and analyzing multidimensional data with local differential privacy. In: Proceedings of the 35th International Conference on Data Engineering. 2019, 638−649