Real-World Trajectory Sharing with Local Differential Privacy
Summary: Presents a local-DP mechanism for trajectory sharing that perturbs hierarchical n-grams. Exploits a multi-dimensional POI-based hierarchy to boost realism and utility without privacy or efficiency costs; experiments on real data show superiority. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,396 | LDPTrace: Locally Differentially Private Trajectory Synthesis | 2023 | VLDB | 5.5301599e-05 |
| 7,371 | Benchmarking the Utility of w-event Differential Privacy Mechanisms - When Baselines Become Mighty Competitors | 2023 | VLDB | 4.7497236e-05 |
| 10,262 | Understanding Disclosure Risk in Differential Privacy with Applications to Noise Calibration and Auditing | 2026 | VLDB | 4.1945683e-05 |
| 11,244 | Trajectory Data Collection with Local Differential Privacy | 2023 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,082 | Differentially Private Event Sequences over Infinite Streams | 2014 | VLDB | 9.5834599e-05 |
| 2,899 | Privacy at Scale: Local Differential Privacy in Practice | 2018 | SIGMOD | 7.9443198e-05 |
| 3,907 | DPT: Differentially Private Trajectory Synthesis Using Hierarchical Reference Systems | 2015 | VLDB | 6.6395929e-05 |
| 4,472 | A Rigorous and Customizable Framework for Privacy | 2012 | PODS | 6.1543113e-05 |
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