Private Lives Matter: A Differential Private Functional Encryption Scheme

Alexandros Bakas, Antonis Michalas, Tassos Dimitriou

Tutkimustuotos: KonferenssiartikkeliScientificvertaisarvioitu

6 Sitaatiot (Scopus)

Abstrakti

The use of data combined with tailored statistical analysis has presented a unique opportunity to organizations in diverse fields to observe users' behaviors and needs, and accordingly adapt and fine-tune their services. However, in order to offer utilizable, plausible, and personalized alternatives to users, this process usually also entails a breach of their privacy. The use of statistical databases for releasing data analytics is growing exponentially, and while many cryptographic methods are utilized to protect the confidentiality of the data-a task that has been ably carried out by many authors over the years-only a few %rudimentary number of works focus on the problem of privatizing the actual databases. Believing that securing and privatizing databases are two equilateral problems, in this paper, we propose a hybrid approach by combining Functional Encryption with the principles of Differential Privacy. Our main goal is not only to design a scheme for processing statistical data and releasing statistics in a privacy-preserving way but also to provide a richer, more balanced, and comprehensive approach in which data analytics and cryptography go hand in hand with a shift towards increased privacy.

AlkuperäiskieliEnglanti
OtsikkoCODASPY 2022 - Proceedings of the 12th ACM Conference on Data and Application Security and Privacy
KustantajaACM
Sivut300-311
Sivumäärä12
ISBN (elektroninen)9781450392204
DOI - pysyväislinkit
TilaJulkaistu - 14 huhtik. 2022
OKM-julkaisutyyppiA4 Artikkeli konferenssijulkaisussa
TapahtumaACM Conference on Data and Application Security and Privacy - , Yhdysvallat
Kesto: 24 huhtik. 202227 huhtik. 2022

Conference

ConferenceACM Conference on Data and Application Security and Privacy
Maa/AlueYhdysvallat
Ajanjakso24/04/2227/04/22

Julkaisufoorumi-taso

  • Jufo-taso 1

!!ASJC Scopus subject areas

  • Computer Networks and Communications
  • Computer Science Applications
  • Software

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