8-12 July 2019
Polokwane
Africa/Johannesburg timezone
Deadline for papers for the conference proceedings is 15 August 2019

Differential Privacy Mechanisms for Gentle Measurement

11 Jul 2019, 15:00
2h
Protea The Ranch Hotel (Polokwane)

Protea The Ranch Hotel

Polokwane

Poster Presentation Track G - Theoretical and Computational Physics Poster Session 2

Speaker

Dr Makhamisa Senekane (Department of Physics and Electronics, National University of Lesotho, Roma, Lesotho)

Description

Differential privacy is a robust definition of privacy that provides mathematical guarantees to participants in a statistical database that their privacy would not be compromised. It has its roots in the field of theoretical computer science. It has since proven to be a golden standard of data privacy. Recently, the connection between this privacy framework and quantum information science has been explored. In this work, we analyze and explore the connection between differential privacy and gentle measurement, using two differential privacy mechanism, namely; Exponential and Poisson-Binomial mechanisms. The results obtained from this work provide evidence for viability of investigating the connection between differential privacy mechanisms and gentle measurement.

Apply to be<br> considered for a student <br> &nbsp; award (Yes / No)?

No

Level for award<br>&nbsp;(Hons, MSc, <br> &nbsp; PhD, N/A)?

N/A

Primary authors

Dr Makhamisa Senekane (Department of Physics and Electronics, National University of Lesotho, Roma, Lesotho) Dr Molibeli Taele (National University of Lesotho)

Co-author

Dr Mhlambululi Mafu (Botswana International University of Science and Technology)

Presentation Materials

There are no materials yet.