UN Handbook on Privacy-Preserving Computation Techniques

01/15/2023
by   David W. Archer, et al.
0

This paper describes privacy-preserving approaches for the statistical analysis. It describes motivations for privacy-preserving approaches for the statistical analysis of sensitive data, presents examples of use cases where such methods may apply and describes relevant technical capabilities to assure privacy preservation while still allowing analysis of sensitive data. Our focus is on methods that enable protecting privacy of data while it is being processed, not only while it is at rest on a system or in transit between systems. The information in this document is intended for use by statisticians and data scientists, data curators and architects, IT specialists, and security and information assurance specialists, so we explicitly avoid cryptographic technical details of the technologies we describe.

READ FULL TEXT

page 19

page 24

page 30

page 35

page 41

research
07/04/2020

PPaaS: Privacy Preservation as a Service

Personally identifiable information (PII) can find its way into cyberspa...
research
10/17/2017

Privacy by typing in the π-calculus

In this paper we propose a formal framework for studying privacy in info...
research
05/31/2018

Complete characterization of a class of privacy-preserving tracking problems

We examine the problem of target tracking whilst simultaneously preservi...
research
11/09/2022

Harpocrates: Privacy-Preserving and Immutable Audit Log for Sensitive Data Operations

The audit log is a crucial component to monitor fine-grained operations ...
research
05/17/2022

Privacy Preserving Image Registration

Image registration is a key task in medical imaging applications, allowi...
research
10/26/2017

Privacy Preserving Internet Browsers: Forensic Analysis of Browzar

With the advance of technology, Criminal Justice agencies are being conf...
research
06/28/2021

Privacy-Preserving Image Acquisition Using Trainable Optical Kernel

Preserving privacy is a growing concern in our society where sensors and...

Please sign up or login with your details

Forgot password? Click here to reset