IoT-Detective: Analyzing IoT Data Under Differential Privacy
Summary: IoT-Detective adapts PeGaSus DP streaming for real IoT data on UC Irvine's TIPPERS testbed. The demo uses a game to measure usefulness of private streams via visual analysis, exposing application-driven privacy-utility trade-offs in live IoT data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Sameera Ghayyur (University of California Irvine)
- 2. Yan Chen (Duke University)
- 3. Roberto Yus (University of California Irvine)
- 4. Ashwin Machanavajjhala (Duke University)
- 5. Michael Hay (Colgate University)
- 6. Gerome Miklau (University of Massachusetts Amherst)
- 7. Sharad Mehrotra (University of California Irvine)
BibTeX Citation
@inproceedings{ghayyur_sigmod18,
title = {{IoT-Detective: Analyzing IoT Data Under Differential Privacy}},
author = {Ghayyur, Sameera and Chen, Yan and Yus, Roberto and Machanavajjhala, Ashwin and Hay, Michael and Miklau, Gerome and Mehrotra, Sharad},
series = {{SIGMOD} '18},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3183713.3193571},
url = {https://dl.acm.org/doi/10.1145/3183713.3193571},
year = {2018}
}
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,113 | CGM: An Enhanced Mechanism for Streaming Data Collection with Local Differential Privacy | 2021 | VLDB | 7.7415187e-05 |
| 11,580 | MIDE: Accuracy Aware Minimally Invasive Data Exploration For Decision Support | 2022 | VLDB | 5.093636e-05 |
| 11,733 | LOCATER: Cleaning WiFi Connectivity Datasets for Semantic Localization | 2021 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 0 of 0 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|
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| 3 | 5,613 | Differential Privacy in the Wild: A Tutorial on Current Practices & Open Challenges | 2017 | SIGMOD |
| 4 | 6,441 | Differential Privacy in Data Publication and Analysis | 2012 | SIGMOD |
| 5 | 9,248 | DPSAaS: Multi-Dimensional Data Sharing and Analytics as Services under Local Differential Privacy | 2019 | VLDB |
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| 7 | 62 | Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis | 2009 | SIGMOD |
| 8 | 2,542 | Privacy at Scale: Local Differential Privacy in Practice | 2018 | SIGMOD |
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| 10 | 11,077 | Algorithmic Data Minimization for Machine Learning over Internet-of-Things Data Streams | 2025 | VLDB |