PCKV: Locally Differentially Private Correlated Key-Value Data Collection with Optimized Utility

28 November 2019

Yang Cao

Papers citing "PCKV: Locally Differentially Private Correlated Key-Value Data Collection with Optimized Utility"

26 / 26 papers shown

Title
Locally Differentially Private Frequency Estimation via Joint Randomized Response Ye Zheng Shafizur Rahman Seeam Yidan Hu Rui Zhang Yanchao Zhang 56 0 0 15 May 2025
From Randomized Response to Randomized Index: Answering Subset Counting Queries with Local Differential Privacy Qingqing Ye Liantong Yu Kai Huang Xiaokui Xiao Weiran Liu Haibo Hu 102 0 0 24 Apr 2025
Securing Health Data on the Blockchain: A Differential Privacy and Federated Learning Framework Daniel Commey Sena Hounsinou Garth V. Crosby 42 4 0 19 May 2024
Protecting User Privacy in Remote Conversational Systems: A Privacy-Preserving framework based on text sanitization Zhigang Kan Linbo Qiao Hao Yu Liwen Peng Yifu Gao Dongsheng Li 87 21 0 14 Jun 2023
Privacy Amplification via Shuffling: Unified, Simplified, and Tightened Shaowei Wang FedML 96 9 0 11 Apr 2023
Differential Aggregation against General Colluding Attackers Rong Du Qingqing Ye Yue Fu Haibo Hu Jin Li Chengfang Fang Jie Shi AAML 66 11 0 18 Feb 2023
Federated Analytics: A survey A. Elkordy Yahya H. Ezzeldin Shanshan Han Sharad Sharma Chaoyang He S. Mehrotra Salman Avestimehr FedML 99 27 0 02 Feb 2023
Stateful Switch: Optimized Time Series Release with Local Differential Privacy Qingqing Ye Haibo Hu Kai Huang M. Au Qiao Xue 70 11 0 17 Dec 2022
LDP-FPMiner: FP-Tree Based Frequent Itemset Mining with Local Differential Privacy Zhili Chen Jiali Wang 30 2 0 03 Sep 2022
"You Can't Fix What You Can't Measure": Privately Measuring Demographic Performance Disparities in Federated Learning Marc Juárez Aleksandra Korolova FedML 72 10 0 24 Jun 2022
Fine-grained Poisoning Attack to Local Differential Privacy Protocols for Mean and Variance Estimation Xiaoguang Li Ninghui Li Wenhai Sun Neil Zhenqiang Gong Hui Li AAML 103 19 0 24 May 2022
Utility Analysis and Enhancement of LDP Mechanisms in High-Dimensional Space Jiawei Duan Qingqing Ye Haibo Hu 55 15 0 19 Jan 2022
Randomized Response Mechanisms for Differential Privacy Data Analysis: Bounds and Applications Fei Ma Ping Wang 58 5 0 14 Dec 2021
OPTT: Optimal Piecewise Transformation Technique for Analyzing Numerical Data under Local Differential Privacy Fei Ma Renbo Zhu Ping Wang 43 1 0 09 Dec 2021
Locally Differentially Private Sparse Vector Aggregation Mingxun Zhou Tianhao Wang T-H. Hubert Chan Giulia Fanti E. Shi FedML 100 29 0 07 Dec 2021
Poisoning Attacks to Local Differential Privacy Protocols for Key-Value Data Yongji Wu Xiaoyu Cao Jinyuan Jia Neil Zhenqiang Gong AAML 63 34 0 22 Nov 2021
PRECAD: Privacy-Preserving and Robust Federated Learning via Crypto-Aided Differential Privacy Xiaolan Gu Ming Li Lishuang Xiong FedML 52 10 0 22 Oct 2021
AHEAD: Adaptive Hierarchical Decomposition for Range Query under Local Differential Privacy L. Du Zhikun Zhang Shaojie Bai Changchang Liu S. Ji Peng Cheng Jiming Chen 142 38 0 14 Oct 2021
Selective MPC: Distributed Computation of Differentially Private Key-Value Statistics Thomas Humphries Rasoul Akhavan Mahdavi Shannon Veitch Florian Kerschbaum 69 12 0 26 Jul 2021
A Distributed Privacy-Preserving Learning Dynamics in General Social Networks Youming Tao Shuzhen Chen Feng Li Dongxiao Yu Jiguo Yu Hao Sheng FedML 38 3 0 15 Nov 2020
A Comprehensive Survey on Local Differential Privacy Toward Data Statistics and Analysis Teng Wang Xuefeng Zhang Xuefeng Zhang Xinyu Yang 90 88 0 11 Oct 2020
Answering Multi-Dimensional Range Queries under Local Differential Privacy Jianyu Yang Tianhao Wang Ninghui Li Xiang Cheng Sen Su 58 37 0 14 Sep 2020
Local Differential Privacy and Its Applications: A Comprehensive Survey Mengmeng Yang Lingjuan Lyu Jun Zhao Tianqing Zhu Kwok-Yan Lam 89 146 0 09 Aug 2020
FedSel: Federated SGD under Local Differential Privacy with Top-k Dimension Selection Ruixuan Liu Yang Cao Masatoshi Yoshikawa Hong Chen FedML 59 108 0 24 Mar 2020
Providing Input-Discriminative Protection for Local Differential Privacy Xiaolan Gu Ming Li Li Xiong Yang Cao 78 42 0 04 Nov 2019
Locally Differentially Private Frequency Estimation with Consistency Tianhao Wang Milan Lopuhaä-Zwakenberg Zitao Li B. Škorić Ninghui Li 95 80 0 20 May 2019