Survey on privacy-preserving techniques for microdata publication

T Carvalho, N Moniz, P Faria, L Antunes - ACM Computing Surveys, 2023 - dl.acm.org
The exponential growth of collected, processed, and shared microdata has given rise to
concerns about individuals' privacy. As a result, laws and regulations have emerged to …

A globally optimal k-anonymity method for the de-identification of health data

K El Emam, FK Dankar, R Issa, E Jonker… - Journal of the …, 2009 - academic.oup.com
Background: Explicit patient consent requirements in privacy laws can have a negative
impact on health research, leading to selection bias and reduced recruitment. Often …

Privacy and data protection by design-from policy to engineering

G Danezis, J Domingo-Ferrer, M Hansen… - ar**: Variations on a theme by dalenius and reiss
SE Fienberg, J McIntyre - Privacy in Statistical Databases: CASC Project …, 2004 - Springer
Data swap**, a term introduced in 1978 by Dalenius and Reiss for a new method of
statistical disclosure protection in confidential data bases, has taken on new meanings and …

Data confidentiality: A review of methods for statistical disclosure limitation and methods for assessing privacy

GJ Matthews, O Harel - 2011 - projecteuclid.org
There is an ever increasing demand from researchers for access to useful microdata files.
However, there are also growing concerns regarding the privacy of the individuals contained …

An evaluation of the current state of genomic data privacy protection technology and a roadmap for the future

BA Malin - Journal of the American Medical Informatics …, 2005 - academic.oup.com
The incorporation of genomic data into personal medical records poses many challenges to
patient privacy. In response, various systems for preserving patient privacy in shared …

Microaggregation for categorical variables: a median based approach

V Torra - International Workshop on Privacy in Statistical …, 2004 - Springer
Microaggregation is a masking procedure used for protecting confidential data prior to their
public release. This technique, that relies on clustering and aggregation techniques, is …