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2022 | OriginalPaper | Buchkapitel

Privacy-Preserving Record Linkage with Block-Chains

verfasst von : Apoorva Jain, Nisheeth Srivastava

Erschienen in: Cyber Security, Privacy and Networking

Verlag: Springer Nature Singapore

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Abstract

We present a method for privacy-preserving record linkage of partially de-identified data. The key novelty of our proposed method is the use of a block-chain to store user information, preventing privacy leaks even if all system databases and cryptographic protocols have been compromised by an adversary, including databases containing identifying information. While satisfying this stringent privacy constraint, the system remains able to deterministically link and retrieve de-identified records to unique identities. With logarithmic time complexity to perform linkage and retrieval operations, our method is highly scalable for large-scale use cases. Designed to be HIPAA (Health Insurance Portability and Accountability Act) compliant by default, such systems are easily adaptable to large real-world healthcare systems.

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Literatur
1.
Zurück zum Zitat Agrawal R, Srikant R (2000) Privacy-preserving data mining. In: Proceedings of the 2000 ACM SIGMOD international conference on management of data, pp 439–450 Agrawal R, Srikant R (2000) Privacy-preserving data mining. In: Proceedings of the 2000 ACM SIGMOD international conference on management of data, pp 439–450
2.
Zurück zum Zitat Langarizadeh M, Orooji A, Sheikhtaheri A, Hayn D (2018) Effectiveness of anonymization methods in preserving patients’ privacy: a systematic literature review. eHealth 80–87 Langarizadeh M, Orooji A, Sheikhtaheri A, Hayn D (2018) Effectiveness of anonymization methods in preserving patients’ privacy: a systematic literature review. eHealth 80–87
3.
Zurück zum Zitat Pfleeger CP (2008) Reflections on the insider threat. In: Insider attack and cyber security. Springer, Boston, pp 5–16 Pfleeger CP (2008) Reflections on the insider threat. In: Insider attack and cyber security. Springer, Boston, pp 5–16
4.
Zurück zum Zitat Ness RB, Committee Joint Policy (2007) Influence of the HIPAA privacy rule on health research. Jama 298(18):2164–2170 Ness RB, Committee Joint Policy (2007) Influence of the HIPAA privacy rule on health research. Jama 298(18):2164–2170
7.
Zurück zum Zitat Randall SM, Ferrante AM, Boyd JH, Bauer JK, Semmens JB (2014) Privacy-preserving record linkage on large real world datasets. J Biomed Inf 50:205–212. ISSN 1532-0464 Randall SM, Ferrante AM, Boyd JH, Bauer JK, Semmens JB (2014) Privacy-preserving record linkage on large real world datasets. J Biomed Inf 50:205–212. ISSN 1532-0464
11.
Zurück zum Zitat Narayanan A, Bonneau J, Felten E, Miller A, Goldfeder S (2016) Bitcoin and cryptocurrency technologies: a comprehensive introduction. Princeton University Press, USA. ISBN 0691171696 Narayanan A, Bonneau J, Felten E, Miller A, Goldfeder S (2016) Bitcoin and cryptocurrency technologies: a comprehensive introduction. Princeton University Press, USA. ISBN 0691171696
12.
Zurück zum Zitat Greitzer FL, Moore AP, Cappelli DM, Andrews DH, Carroll LA, Hull TD (2008) Combating the insider cyber threat. IEEE Secur Privacy 6(1):61–64CrossRef Greitzer FL, Moore AP, Cappelli DM, Andrews DH, Carroll LA, Hull TD (2008) Combating the insider cyber threat. IEEE Secur Privacy 6(1):61–64CrossRef
13.
Zurück zum Zitat Wei K, Li J, Ding M, Ma C, Yang HH, Farokhi F, Poor HV (2020) Federated learning with differential privacy: algorithms and performance analysis. IEEE Trans Inf Forensics Secur 15:3454–3469 Wei K, Li J, Ding M, Ma C, Yang HH, Farokhi F, Poor HV (2020) Federated learning with differential privacy: algorithms and performance analysis. IEEE Trans Inf Forensics Secur 15:3454–3469
14.
Zurück zum Zitat Miyachi K, Mackey TK (2021) hOCBS: a privacy-preserving blockchain framework for healthcare data leveraging an on-chain and off-chain system design. Inf Process Manag 58(3):102535 Miyachi K, Mackey TK (2021) hOCBS: a privacy-preserving blockchain framework for healthcare data leveraging an on-chain and off-chain system design. Inf Process Manag 58(3):102535
15.
Zurück zum Zitat Daghmehchi Firoozjaei M, Ghorbani A, Kim H, Song J (2020) Hy-Bbdge: a hybrid blockchain for privacy-preserving and trustful energy transactions in Internet-of-Things platforms. Sensors 20(3):928CrossRef Daghmehchi Firoozjaei M, Ghorbani A, Kim H, Song J (2020) Hy-Bbdge: a hybrid blockchain for privacy-preserving and trustful energy transactions in Internet-of-Things platforms. Sensors 20(3):928CrossRef
16.
Zurück zum Zitat Xu H, Zhang L, Onireti O, Fang Y, Buchanan WJ, Imran MA (2020) BeepTrace: blockchain-enabled privacy-preserving contact tracing for COVID-19 pandemic and beyond. IEEE Internet Things J Xu H, Zhang L, Onireti O, Fang Y, Buchanan WJ, Imran MA (2020) BeepTrace: blockchain-enabled privacy-preserving contact tracing for COVID-19 pandemic and beyond. IEEE Internet Things J
17.
Zurück zum Zitat Mills S (2019) Who owns the future? Data trusts, data commons, and the future of data ownership. In: Data trusts, data commons, and the future of data ownership, 4 Sept 2019 Mills S (2019) Who owns the future? Data trusts, data commons, and the future of data ownership. In: Data trusts, data commons, and the future of data ownership, 4 Sept 2019
Metadaten
Titel
Privacy-Preserving Record Linkage with Block-Chains
verfasst von
Apoorva Jain
Nisheeth Srivastava
Copyright-Jahr
2022
Verlag
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-16-8664-1_6

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