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Frequency Estimation under Local Differential Privacy [Experiments, Analysis and Benchmarks]

30 March 2021

Papers citing "Frequency Estimation under Local Differential Privacy [Experiments, Analysis and Benchmarks]"

24 / 24 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
Near-optimal algorithms for private estimation and sequential testing of collision probability R. Busa-Fekete Umar Syed 60 0 0 18 Apr 2025
Revisiting Locally Differentially Private Protocols: Towards Better Trade-offs in Privacy, Utility, and Attack Resistance Héber H. Arcolezi Sébastien Gambs AAML 89 0 0 03 Mar 2025
Federated Heavy Hitter Analytics with Local Differential Privacy Yuemin Zhang Qingqing Ye Haibo Hu FedML 230 1 0 03 Jan 2025
Grid-Based Decompositions for Spatial Data under Local Differential Privacy Alina Geiger Dominik Sobania Ameer Taweel Mehmet Emre Gursoy 62 0 0 31 Jul 2024
Sketches-based join size estimation under local differential privacy Meifan Zhang Xin Liu Lihua Yin 60 0 0 19 May 2024
AAA: an Adaptive Mechanism for Locally Differential Private Mean Estimation Fei Wei Ergute Bao Xiaokui Xiao Yin Yang Bolin Ding 72 4 0 02 Apr 2024
FreqyWM: Frequency Watermarking for the New Data Economy Devris Isler Elisa Cabana Álvaro García-Recuero Georgia Koutrika Nikolaos Laoutaris 45 4 0 27 Dec 2023
Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory Xiaochen Li Weiran Liu Jian Lou Yuan Hong Lei Zhang Zhan Qin Kui Ren FedML 39 10 0 27 Nov 2023
Revealing the True Cost of Locally Differentially Private Protocols: An Auditing Perspective Héber H. Arcolezi Sébastien Gambs 90 2 0 04 Sep 2023
PrivSketch: A Private Sketch-based Frequency Estimation Protocol for Data Streams Ying Li Xiaodong Lee Botao Peng Themis Palpanas Jingán Xue 58 5 0 21 Jun 2023
An Improved Christofides Mechanism for Local Differential Privacy Framework She Sun Li Zhou Xiaoran Yan 41 0 0 01 Mar 2023
LDPTrace: Locally Differentially Private Trajectory Synthesis Yuntao Du Yujia Hu Zhikun Zhang Ziquan Fang Lu Chen Baihua Zheng Yunjun Gao 96 52 0 13 Feb 2023
Local Differentially Private Frequency Estimation based on Learned Sketches Meifan Zhang Sixin Lin Lihua Yin 57 2 0 31 Oct 2022
Frequency Estimation of Evolving Data Under Local Differential Privacy Héber H. Arcolezi Carlos Pinzón C. Palamidessi Sébastien Gambs 58 12 0 01 Oct 2022
On the Risks of Collecting Multidimensional Data Under Local Differential Privacy Héber H. Arcolezi Sébastien Gambs Jean-François Couchot C. Palamidessi 69 12 0 04 Sep 2022
LDP-FPMiner: FP-Tree Based Frequent Itemset Mining with Local Differential Privacy Zhili Chen Jiali Wang 33 2 0 03 Sep 2022
Hide me Behind the Noise: Local Differential Privacy for Indoor Location Privacy Hojjat Navidan Vahideh Moghtadaiee Niki Nazaran Mina Alishahi 79 19 0 01 Jul 2022
Impact of Sampling on Locally Differentially Private Data Collection Sayan Biswas Graham Cormode Carsten Maple FedML 66 0 0 02 Jun 2022
Multi-Freq-LDPy: Multiple Frequency Estimation Under Local Differential Privacy in Python Héber H. Arcolezi Jean-François Couchot Sébastien Gambs C. Palamidessi Majid Zolfaghari 65 11 0 05 May 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 50 29 0 08 Nov 2021
Locally Differentially Private Bayesian Inference Tejas D. Kulkarni Hibiki Ito Samuel Kaski Antti Honkela 73 2 0 27 Oct 2021
Asymptotically Optimal Locally Private Heavy Hitters via Parameterized Sketches Hao Wu Anthony Wirth FedML 36 5 0 15 Jun 2021
Frequency Estimation Under Multiparty Differential Privacy: One-shot and Streaming Ziyue Huang Yuan Qiu K. Yi Graham Cormode 67 25 0 05 Apr 2021