Privacy in data service composition

Barhamgi, Mahmoud, Perera, Charith, Yu, Chia-Mu, Benslimane, Djamal, Camacho, David and Bonnet, Christine 2020. Privacy in data service composition. IEEE Transactions on Services Computing 13 (4) , pp. 639-652. 10.1109/TSC.2019.2963309

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Abstract

In modern information systems different information features, about the same individual, are often collected and managed by autonomous data collection services that may have different privacy policies. Answering many end-users’ legitimate queries requires the integration of data from multiple such services. However, data integration is often hindered by the lack of a trusted entity, often called a mediator, with which the services can share their data and delegate the enforcement of their privacy policies. In this paper, we propose a flexible privacy-preserving data integration approach for answering data integration queries without the need for a trusted mediator. In our approach, services are allowed to enforce their privacy policies locally. The mediator is considered to be untrusted, and only has access to encrypted information to allow it to link data subjects across the different services. Services, by virtue of a new privacy requirement, dubbed k-Protection, limiting privacy leaks, cannot infer information about the data held by each other. End-users, in turn, have access to privacy-sanitized data only. We evaluated our approach using an example and a real dataset from the healthcare application domain. The results are promising from both the privacy preservation and the performance perspectives.

Item Type:	Article
Date Type:	Publication
Status:	Published
Schools:	Computer Science & Informatics
Publisher:	Institute of Electrical and Electronics Engineers
ISSN:	1939-1374
Date of First Compliant Deposit:	2 January 2020
Date of Acceptance:	21 December 2019
Last Modified:	25 Nov 2020 10:41
URI:	http://orca.cf.ac.uk/id/eprint/128149

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