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Original title:
Improving the Applicability of Differential Privacy in Data Sharing and Analytics Applications
Translated title:
Verbesserung der Anwendbarkeit von Differential Privacy in Datenaustausch- und Analyseanwendungen
Author:
Munilla Garrido, Gonzalo
Year:
2024
Document type:
Dissertation
Faculty/School:
TUM School of Computation, Information and Technology
Advisor:
Matthes, Florian (Prof. Dr.)
Referee:
Matthes, Florian (Prof. Dr.); Fridgen, Gilbert (Prof. Dr.)
Language:
en
Subject group:
DAT Datenverarbeitung, Informatik
Keywords:
privacy, differential privacy, data sharing, data analytics, platforms
Translated keywords:
Datenschutz, Differential Privacy, Datenaustausch, Datenanalyse, Plattformen
TUM classification:
WIR 523; DAT 600
Abstract:
This dissertation improves the applicability of privacy-enhancing technologies (PETs), particularly differential privacy (DP), in data sharing and analytics applications (DSAAs). Using literature reviews, expert interviews, and design science, it offers three contributions: (I) revealing challenges and opportunities of PETs' in DSAAs, (II) improving the verifiability of DP algorithms, and (III) proposing fundamental requirements for DP systems.
Translated abstract:
Im Rahmen dieser Dissertation verbesserten wir die Anwendbarkeit von Privacy Enhancing Technologies (PETs), darunter vor allem Differential Privacy, in Datenaustausch- und Analyseanwendungen (DSAAs). Mittels Literaturreviews, Experteninterviews und Design Science, bringt unsere Arbeit den Stand der Forschung in den folgenden drei Punkten voran: (I) Aufzeigen von Herausforderungen und Möglichkeiten beim Einsatz von PETs in DSAAs, (II) Verbesserung der Verifizierbarkeit von DP-Algorithmen und (III...     »
WWW:
https://mediatum.ub.tum.de/?id=1703633
Notes:
In reference to IEEE copyrighted material which is used with permission in this thesis, the IEEE does not endorse any of TUM’s products or services. Internal or personal use of this material is permitted. If interested in reprinting/republishing IEEE copyrighted material for advertising or promotional purposes or for creating new collective works for resale or redistribution, please go to http://www.ieee.org/publications_standards/publications/rights/rights_link.html to learn how to obtain a Lic...     »
Date of submission:
17.04.2023
Oral examination:
18.03.2024
File size:
22984508 bytes
Pages:
182
Urn (citeable URL):
https://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:91-diss-20240318-1703633-1-6
Last change:
23.05.2024
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