TY - JOUR
T1 - Blockchain Empowered Differentially Private and Auditable Data Publishing in Industrial IoT
AU - Xu, Lei
AU - Bao, Ting
AU - Zhu, Liehuang
N1 - Publisher Copyright:
© 2005-2012 IEEE.
PY - 2021/11
Y1 - 2021/11
N2 - As more and more organizations deploy their sensing devices in the industrial Internet of Things network, it becomes increasingly important for the organizations to share data with others, so that the value of the data can be fully explored. However, individuals' privacy may be compromised because of data sharing. In this article, we study the differentially private data publishing problem, which aims at balancing between privacy and data utility. Specifically, two blockchain-based data publishing protocols are proposed. For histogram publishing, we propose a protocol where the Laplace noise added in the query result is verified by the blockchain. For anonymized data publishing, we propose a protocol, which can prevent the publisher and the recipient from lying about the utility of the published data. With the blockchain acting as a reliable intermediary between the publisher and the recipient, the proposed protocols can help to realize fair and auditable data sharing.
AB - As more and more organizations deploy their sensing devices in the industrial Internet of Things network, it becomes increasingly important for the organizations to share data with others, so that the value of the data can be fully explored. However, individuals' privacy may be compromised because of data sharing. In this article, we study the differentially private data publishing problem, which aims at balancing between privacy and data utility. Specifically, two blockchain-based data publishing protocols are proposed. For histogram publishing, we propose a protocol where the Laplace noise added in the query result is verified by the blockchain. For anonymized data publishing, we propose a protocol, which can prevent the publisher and the recipient from lying about the utility of the published data. With the blockchain acting as a reliable intermediary between the publisher and the recipient, the proposed protocols can help to realize fair and auditable data sharing.
KW - Blockchain
KW - Differential privacy
KW - Histogram publishing
KW - Transaction verification
KW - Verifiable shuffle
UR - http://www.scopus.com/inward/record.url?scp=85098792675&partnerID=8YFLogxK
U2 - 10.1109/TII.2020.3045038
DO - 10.1109/TII.2020.3045038
M3 - Article
AN - SCOPUS:85098792675
SN - 1551-3203
VL - 17
SP - 7659
EP - 7668
JO - IEEE Transactions on Industrial Informatics
JF - IEEE Transactions on Industrial Informatics
IS - 11
M1 - 9294114
ER -