Estimating Numerical Distributions under Local Differential Privacy

Estimating Numerical Distributions under Local Differential Privacy

2 December 2019

Milan Lopuhaä-Zwakenberg

Papers citing "Estimating Numerical Distributions under Local Differential Privacy"

12 / 12 papers shown

Title
Optimal Piecewise-based Mechanism for Collecting Bounded Numerical Data under Local Differential Privacy Ye Zheng Sumita Mishra Yidan Hu 7 0 0 21 May 2025
Fine-grained Manipulation Attacks to Local Differential Privacy Protocols for Data Streams Xinyu Li Xuebin Ren Shusen Yang Liang Shi Chia-Mu Yu AAML 42 0 0 02 May 2025
On the Robustness of LDP Protocols for Numerical Attributes under Data Poisoning Attacks Xiaoguang Li Zitao Li Ninghui Li Wenhai Sun AAML 95 3 0 28 Jan 2025
Beyond Statistical Estimation: Differentially Private Individual Computation via Shuffling Shaowei Wang Changyu Dong Xiangfu Song Jin Li Zhili Zhou Di Wang Han Wu 41 0 0 26 Jun 2024
Trajectory Data Collection with Local Differential Privacy Yuemin Zhang Qingqing Ye Rui Chen Haibo Hu Qilong Han 29 21 0 18 Jul 2023
Stateful Switch: Optimized Time Series Release with Local Differential Privacy Qingqing Ye Haibo Hu Kai Huang M. Au Qiao Xue 41 10 0 17 Dec 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 71 16 0 24 May 2022
Utility Analysis and Enhancement of LDP Mechanisms in High-Dimensional Space Jiawei Duan Qingqing Ye Haibo Hu 21 15 0 19 Jan 2022
Improving the utility of locally differentially private protocols for longitudinal and multidimensional frequency estimates Héber H. Arcolezi Jean-François Couchot Bechara al Bouna X. Xiao 23 29 0 08 Nov 2021
Random Sampling Plus Fake Data: Multidimensional Frequency Estimates With Local Differential Privacy Héber H. Arcolezi Jean-François Couchot Bechara al Bouna Xiaokui Xiao 25 27 0 15 Sep 2021
BUDS: Balancing Utility and Differential Privacy by Shuffling Poushali Sengupta Sudipta Paul Subhankar Mishra FedML 22 6 0 07 Jun 2020
Amplification by Shuffling: From Local to Central Differential Privacy via Anonymity Ulfar Erlingsson Vitaly Feldman Ilya Mironov A. Raghunathan Kunal Talwar Abhradeep Thakurta 150 420 0 29 Nov 2018