Paper 2021/081 Original: eprint.iacr.org/2021/081 ↗

Private Stream Aggregation from Labeled Secret Sharing Schemes

Hendrik Waldner
Tilen Marc
Miha Stopar
Michel Abdalla
Abstract

The concept of private stream aggregation (PSA) has been proposed by Shi et al. (NDSS 2011) to allow for data analysis in a privacy-preserving manner. In this work, we introduce the notion of labeled secret sharing (LaSS) schemes and show how to use it to construct PSA schemes. We also show how to realize LaSS using pseudorandom functions or alternatively with a hash function modeled as a random oracle and how it can be used to construct PSA schemes. Additionally, we revisit the security model of Becker et al. (NDSS 2018) and describe stronger security notions for PSA. We then present additional constructions achieving the stronger security notions by relying on recent results on multi-client functional encryption. For all of our constructions, we present implementations to show their practicality and the performance gains over existing solutions.

Metadata
Available format(s)
PDF
Category
Foundations
Publication info
Preprint.
History
2021-01-27: last updated
2021-01-27: published
Short URL
https://ia.cr/2021/081
License
https://creativecommons.org/licenses/by/4.0/

BibTeX

@misc{cryptoeprint:2021/081,
      author = {Hendrik Waldner and Tilen Marc and Miha Stopar and Michel Abdalla},
      title = {Private Stream Aggregation from Labeled Secret Sharing Schemes},
      howpublished = {Cryptology {ePrint} Archive, Paper 2021/081},
      year = {2021},
      url = {https://eprint.iacr.org/2021/081}
}
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