Templ, Matthias; Sariyar, Murat (2022). A systematic overview on methods to protect sensitive data provided for various analyses International Journal of Information Security, 21(6), pp. 1233-1246. Springer 10.1007/s10207-022-00607-5
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In view of the various methodological developments regarding the protection of sensitive data, especially with respect to privacy-preserving computation and federated learning, a conceptual categorization and comparison between various methods stemming from different fields is often desired. More concretely, it is important to provide guidance for the practice, which lacks an overview over suitable approaches for certain scenarios, whether it is differential privacy for interactive queries, k-anonymity methods and synthetic data generation for data publishing, or secure federated analysis for multiparty computation without sharing the data itself. Here, we provide an overview based on central criteria describing a context for privacy-preserving data handling, which allows informed decisions in view of the many alternatives. Besides guiding the practice, this categorization of concepts and methods is destined as a step towards a comprehensive ontology for anonymization. We emphasize throughout the paper that there is no panacea and that context matters.
Item Type: |
Journal Article (Original Article) |
|---|---|
Division/Institute: |
School of Engineering and Computer Science > Institut für Medizininformatik I4MI School of Engineering and Computer Science |
Name: |
Templ, Matthias and Sariyar, Murat |
Subjects: |
Q Science > QA Mathematics > QA75 Electronic computers. Computer science |
ISSN: |
1615-5262 |
Publisher: |
Springer |
Language: |
English |
Submitter: |
Murat Sariyar |
Date Deposited: |
20 Dec 2022 16:00 |
Last Modified: |
20 Dec 2022 16:00 |
Publisher DOI: |
10.1007/s10207-022-00607-5 |
ARBOR DOI: |
10.24451/arbor.18480 |
URI: |
https://arbor.bfh.ch/id/eprint/18480 |
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