Robust Optimization-Based Watermarking Scheme for Sequential Data

Authors: 

Erman Ayday, Case Western Reserve University and Bilkent University; Emre Yilmaz, Case Western Reserve University; Arif Yilmaz, Bilkent University

Abstract: 

In this work, we address the liability issues that may arise due to unauthorized sharing of personal data. We consider a scenario in which an individual shares his sequential data (such as genomic data or location patterns) with several service providers (SPs). In such a scenario, if his data is shared with other third parties without his consent, the individual wants to determine the service provider that is responsible for this unauthorized sharing. To provide this functionality, we propose a novel optimization-based watermarking scheme for sharing of sequential data. The proposed scheme guarantees with a high probability that (i) the malicious SP that receives the data cannot understand the watermarked data points, (ii) when more than one malicious SPs aggregate their data, they still cannot determine the watermarked data points, (iii) even if the unauthorized sharing involves only a portion of the original data or modified data (to damage the watermark), the corresponding malicious SP can be kept responsible for the leakage, and (iv) the added watermark is compliant with the nature of the corresponding data. That is, if there are inherent correlations in the data, the added watermark still preserves such correlations. The proposed scheme also minimizes the utility loss due to changing certain parts of the data while it provides the aforementioned security guarantees. Furthermore, we conduct a case study of the proposed scheme on genomic data and show the security and utility guarantees of the proposed scheme.

Open Access Media

USENIX is committed to Open Access to the research presented at our events. Papers and proceedings are freely available to everyone once the event begins. Any video, audio, and/or slides that are posted after the event are also free and open to everyone. Support USENIX and our commitment to Open Access.

BibTeX
@inproceedings {242052,
author = {Erman Ayday and Emre Yilmaz and Arif Yilmaz},
title = {Robust Optimization-Based Watermarking Scheme for Sequential Data},
booktitle = {22nd International Symposium on Research in Attacks, Intrusions and Defenses ({RAID} 2019)},
year = {2019},
isbn = {978-1-939133-07-6},
address = {Chaoyang District, Beijing},
pages = {323--336},
url = {https://www.usenix.org/conference/raid2019/presentation/ayday},
publisher = {{USENIX} Association},
month = sep,
}