Institutional Repository
Technical University of Crete
EN  |  EL

Search

Browse

My Space

Data analytics with differential privacy

Digalakis Vasileios

Full record


URI: http://purl.tuc.gr/dl/dias/1E9F5FDC-3965-49D4-8CCD-18E7961AFF6F
Year 2018
Type of Item Diploma Work
License
Details
Bibliographic Citation Vassilis V. Digalakis Jr., "Data analytics with differential privacy", Diploma Work, School of Electrical and Computer Engineering, Technical University of Crete, Chania, Greece, 2018 https://doi.org/10.26233/heallink.tuc.78371
Appears in Collections

Summary

Differential privacy is the state-of-the-art definition for privacy, that “addresses the paradox of learning nothing about an individual while learning useful information about a population”. In other words, differential privacy guarantees that any analysis performed on a sensitive dataset leaks no information about the individuals whose data are contained therein. In this thesis, we develop differentially private algorithms to analyze distributed and streaming data.

Available Files

Services

Statistics