PrivTrace: Differentially Private Trajectory Synthesis by Adaptive Markov Model

2 October 2022

Michael Backes

Jiming Chen

Yang Zhang

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Papers citing "PrivTrace: Differentially Private Trajectory Synthesis by Adaptive Markov Model"

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Title
Bilateral Differentially Private Vertical Federated Boosted Decision Trees Bokang Zhang Zhikun Zhang Haodong Jiang Yong-Jin Liu Lihao Zheng Yuxiao Zhou Shuaiting Huang Junfeng Wu FedML 82 0 0 30 Apr 2025
PSGraph: Differentially Private Streaming Graph Synthesis by Considering Temporal Dynamics Quan Yuan Zhikun Zhang L. Du Min Chen Mingyang Sun Yunjun Gao Michael Backes Shibo He Jiming Chen 84 0 0 16 Dec 2024
Exploring the Landscape for Generative Sequence Models for Specialized Data Synthesis Mohammad Zbeeb Mohammad Ghorayeb Mariam Salman 42 0 0 04 Nov 2024
SoK: Dataset Copyright Auditing in Machine Learning Systems L. Du Xuanru Zhou M. Chen Chusong Zhang Zhou Su Peng Cheng Jiming Chen Zhikun Zhang MLAU 25 3 0 22 Oct 2024
NetDPSyn: Synthesizing Network Traces under Differential Privacy Danyu Sun Joann Qiongna Chen Chen Gong Tianhao Wang Zhou Li 62 1 0 08 Sep 2024
Protecting Activity Sensing Data Privacy Using Hierarchical Information Dissociation Guangjing Wang Hanqing Guo Yuanda Wang Bocheng Chen Ce Zhou Qiben Yan 35 0 0 04 Sep 2024
Differentially Private Spatiotemporal Trajectory Synthesis with Retained Data Utility Yuqing Ge Yunsheng Wang Nana Wang 41 0 0 23 Aug 2024
Generative Models for Synthetic Urban Mobility Data: A Systematic Literature Review Alexandra Kapp J. Hansmeyer Helena Mihaljević 47 15 0 12 Jul 2024
Reconsidering utility: unveiling the limitations of synthetic mobility data generation algorithms in real-life scenarios Alexandra Kapp Helena Mihaljević 33 2 0 03 Jul 2024
HRNet: Differentially Private Hierarchical and Multi-Resolution Network for Human Mobility Data Synthesization Shun Takagi Li Xiong Fumiyuki Kato Yang Cao Masatoshi Yoshikawa 3DH 46 2 0 13 May 2024
DPAdapter: Improving Differentially Private Deep Learning through Noise Tolerance Pre-training Zihao Wang Rui Zhu Dongruo Zhou Zhikun Zhang John C. Mitchell Haixu Tang Xiaofeng Wang AAML 45 6 0 05 Mar 2024
A Privacy-Preserving Trajectory Synthesis Method Based on Vector Translation Invariance Supporting Traffic Constraints Zechen Liu Wei Song Yuhan Wang 33 0 0 08 Oct 2023
ORL-AUDITOR: Dataset Auditing in Offline Deep Reinforcement Learning L. Du Min Chen Mingyang Sun Shouling Ji Peng Cheng Jiming Chen Zhikun Zhang OffRL 48 8 0 06 Sep 2023
DPMLBench: Holistic Evaluation of Differentially Private Machine Learning Chengkun Wei Ming-Hui Zhao Zhikun Zhang Min Chen Wenlong Meng Bodong Liu Yuan-shuo Fan Wenzhi Chen 34 11 0 10 May 2023
FACE-AUDITOR: Data Auditing in Facial Recognition Systems Min Chen Zhikun Zhang Tianhao Wang Michael Backes Yang Zhang CVBM 30 14 0 05 Apr 2023
PrivGraph: Differentially Private Graph Data Publication by Exploiting Community Information Quan Yuan Zhikun Zhang L. Du Min Chen Peng Cheng Mingyang Sun 23 19 0 05 Apr 2023
LDPTrace: Locally Differentially Private Trajectory Synthesis Yuntao Du Yujia Hu Zhikun Zhang Ziquan Fang Lu Chen Baihua Zheng Yunjun Gao 26 44 0 13 Feb 2023
Machine Learning for Synthetic Data Generation: A Review Ying-Cheng Lu Minjie Shen Huazheng Wang Xiao Wang Capucine Van Rechem Tianfan Fu Wenqi Wei SyDa 42 140 0 08 Feb 2023
Age-Dependent Differential Privacy Meng Zhang Ermin Wei R. Berry Jianwei Huang 23 38 0 03 Sep 2022
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 96 36 0 14 Oct 2021
Robin Hood and Matthew Effects: Differential Privacy Has Disparate Impact on Synthetic Data Georgi Ganev Bristena Oprisanu Emiliano De Cristofaro 37 57 0 23 Sep 2021