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Differentially Private Aggregation of Distributed Time-Series with Transformation and Encryption

Summary: PASTE enables the first DP aggregation of distributed time-series without a trusted server. Introduces FPA_k to perturb the Fourier transform of query answers, reducing error from Theta(n) to Theta(k); DLPA scales privacy with O(1) per user. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hd81aba98bfed8f05
Venue
SIGMOD
Year
2010
Pagerank
0.00014377067
Overall Rank
733 | 95.08%
DOI
10.1145/1807167.1807247

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{rastogi_sigmod10,
        title = {{Differentially Private Aggregation of Distributed Time-Series with Transformation and Encryption}},
        author = {Rastogi, Vibhor and Nath, Suman},
        series = {{SIGMOD} '10},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1807167.1807247},
        url = {https://dl.acm.org/doi/10.1145/1807167.1807247},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 19 of 19 citing papers.

Rank Citing Paper Year Venue Pagerank
800 Differentially Private Data Cubes: Optimizing Noise Sources and Consistency 2011 SIGMOD 0.0001386914
1,156 PrivBayes: Private Data Release via Bayesian Networks 2014 SIGMOD 0.00011772019
1,324 PrivTree: A Differentially Private Algorithm for Hierarchical Decompositions 2016 SIGMOD 0.00011018143
1,956 GUPT: Privacy Preserving Data Analysis Made Easy 2012 SIGMOD 9.3132012e-05
1,991 Low-Rank Mechanism: Optimizing Batch Queries under Differential Privacy 2012 VLDB 9.2419484e-05
2,119 Differentially Private Event Sequences over Infinite Streams 2014 VLDB 9.0081698e-05
2,417 On Differentially Private Frequent Itemset Mining 2013 VLDB 8.4922039e-05
2,855 iReduct: Differential Privacy with Reduced Relative Errors 2011 SIGMOD 7.93537e-05
2,867 CryptEpsilon: Crypto-Assisted Differential Privacy on Untrusted Servers 2020 SIGMOD 7.9211415e-05
3,911 Pufferfish Privacy Mechanisms for Correlated Data 2017 SIGMOD 6.9280385e-05
5,289 Functional Mechanism: Regression Analysis under Differential Privacy 2012 VLDB 6.1946375e-05
5,639 Practical Differential Privacy via Grouping and Smoothing 2013 VLDB 6.0541959e-05
6,566 Differential Privacy in Data Publication and Analysis 2012 SIGMOD 5.7445574e-05
9,212 FAST: Differentially Private Real-Time Aggregate Monitor with Filtering and Adaptive Sampling 2013 SIGMOD 5.2058013e-05
10,671 MTSP-LDP: A Framework for Multi-Task Streaming Data Publication under Local Differential Privacy 2026 SIGMOD 4.9769913e-05
10,712 Doppio: Communication-Efficient and Secure Multi-Party Shuffle Differential Privacy 2026 VLDB 4.9769913e-05
10,829 PrivSTD: Differentially Private Spatio-temporal Trajectory Density Data Publication 2026 VLDB 4.9769913e-05
12,422 Chiaroscuro: Transparency and Privacy for Massive Personal Time-Series Clustering 2015 SIGMOD 4.9769913e-05
12,549 Utility-Maximizing Event Stream Suppression 2013 SIGMOD 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
121 Boosting the Accuracy of Differentially Private Histograms Through Consistency 2010 VLDB 0.0003107472
133 Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release 2007 PODS 0.00030046147
226 Limiting Privacy Breaches in Privacy Preserving Data Mining 2003 PODS 0.00023973554
520 Practical Privacy: The SuLQ Framework 2005 PODS 0.00016931295
879 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00013293341
1,782 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 9.6477589e-05
4,664 Time Series Compressibility and Privacy 2007 VLDB 6.4782305e-05
Previous Page 1 / 1 Next

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