Privacy by design in big data: an overview of privacy enhancing technologies in the era of big data analytics

G D'Acquisto, J Domingo-Ferrer, P Kikiras… - arXiv preprint arXiv …, 2015 - arxiv.org
The extensive collection and processing of personal information in big data analytics has
given rise to serious privacy concerns, related to wide scale electronic surveillance, profiling …

Assessing the privacy risks of data sharing in genomics

C Heeney, N Hawkins, J de Vries, P Boddington… - Public health …, 2010 - karger.com
The protection of identity of participants in medical research has traditionally been
guaranteed by the maintenance of the confidentiality of health information through …

The anonymisation decision-making framework

M Elliot, E Mackey, K O'Hara, C Tudor - 2016 - eprints.soton.ac.uk
This book has been developed to address a need for a practical guide to anonymisation that
gives more operational advice than the ICO'sAnonymisation Code of Practice, whilst being …

[PDF][PDF] A quantitative comparison of disclosure control methods for microdata

J Domingo-Ferrer, V Torra - Confidentiality, disclosure and …, 2001 - vneumann.etse.urv.es
As described in Chapter 5, there is a plethora of statistical disclosure control (SDC) methods
to protect microdata. This chapter provides guidance in choosing a particular SDC method …

A measure of disclosure risk for microdata

CJ Skinner, MJ Elliot - Journal of the Royal Statistical Society …, 2002 - academic.oup.com
Protection against disclosure is important for statistical agencies releasing microdata files
from sample surveys. Simple measures of disclosure risk can provide useful evidence to …

Estimating the re-identification risk per record in microdata

CJ Skinner, DJ Holmes - Journal of Official Statistics, 1998 - search.proquest.com
A measure of re-identification risk at the record level has a variety of potential uses in
statistical disclosure control for microdata. The conceptual basis of such a measure is …

Never too old for anonymity: a statistical standard for demographic data sharing via the HIPAA Privacy Rule

B Malin, K Benitez, D Masys - Journal of the American Medical …, 2011 - academic.oup.com
Objective Healthcare organizations must de-identify patient records before sharing data.
Many organizations rely on the Safe Harbor Standard of the HIPAA Privacy Rule, which …

Masking and re-identification methods for public-use microdata: Overview and research problems

WE Winkler - International Workshop on Privacy in Statistical …, 2004 - Springer
This paper provides an overview of methods of masking microdata so that the data can be
placed in public-use files. It divides the methods according to whether they have been …

Disclosure avoidance practices and research at the US Census Bureau: An update

L Zayatz - Journal of Official Statistics, 2007 - search.proquest.com
Abstract The US Census Bureau collects its survey and census data under Title 13 of the US
Code which promises confidentiality to its respondents. The agency also has the …

[PDF][PDF] Introduction to statistical disclosure control (sdc)

M Templ, B Meindl, A Kowarik, S Chen - Project: Relative to the testing of …, 2013 - ihsn.org
To support research and policymaking, there is an increasing demand for microdata.
Microdata are data that hold information collected on individual units, such as people …