PMRQ: Achieving Efficient and Privacy-Preserving Multidimensional Range Query in eHealthcare

Healthcare data explosion and cloud computing booming have motivated healthcare centers to outsource their healthcare data and data-driven services to a powerful cloud. Nevertheless, due to privacy concerns, the data are usually encrypted before being outsourced, which will degrade the data utility...

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Published inIEEE internet of things journal Vol. 9; no. 18; pp. 17468 - 17479
Main Authors Zheng, Yandong, Lu, Rongxing, Zhang, Songnian, Guan, Yunguo, Shao, Jun, Wang, Fengwei, Zhu, Hui
Format Journal Article
LanguageEnglish
Published Piscataway IEEE 15.09.2022
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN2327-4662
2327-4662
DOI10.1109/JIOT.2022.3158321

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Abstract Healthcare data explosion and cloud computing booming have motivated healthcare centers to outsource their healthcare data and data-driven services to a powerful cloud. Nevertheless, due to privacy concerns, the data are usually encrypted before being outsourced, which will degrade the data utility and make it challenging to implement data-driven services. Although the multidimensional range query over encrypted data, as one of the most popular outsourced services in eHealthcare, has been extensively studied, existing solutions still have some limitations in efficiency, privacy, and practicality. Aiming at this challenge, in this article, we design an efficient and privacy-preserving multidimensional range query (PMRQ) scheme. We first build an R-tree to index the data set and reduce the R-tree-based range queries to the multidimensional range intersection problem. Then, by delicately designing a data comparison algorithm and a homomorphic encoding technique, we present an encoding-based range intersection algorithm. After that, by employing matrix encryption to protect the privacy of the encoding-based range intersection algorithm, we design a multidimensional range intersection predicate encryption (MRIPE) scheme. Based on the MRIPE scheme, we then propose our PMRQ scheme. A detailed security analysis illustrates that our PMRQ scheme is privacy preserving, and experimental results demonstrate that it is computationally efficient.
AbstractList Healthcare data explosion and cloud computing booming have motivated healthcare centers to outsource their healthcare data and data-driven services to a powerful cloud. Nevertheless, due to privacy concerns, the data are usually encrypted before being outsourced, which will degrade the data utility and make it challenging to implement data-driven services. Although the multidimensional range query over encrypted data, as one of the most popular outsourced services in eHealthcare, has been extensively studied, existing solutions still have some limitations in efficiency, privacy, and practicality. Aiming at this challenge, in this article, we design an efficient and privacy-preserving multidimensional range query (PMRQ) scheme. We first build an R-tree to index the data set and reduce the R-tree-based range queries to the multidimensional range intersection problem. Then, by delicately designing a data comparison algorithm and a homomorphic encoding technique, we present an encoding-based range intersection algorithm. After that, by employing matrix encryption to protect the privacy of the encoding-based range intersection algorithm, we design a multidimensional range intersection predicate encryption (MRIPE) scheme. Based on the MRIPE scheme, we then propose our PMRQ scheme. A detailed security analysis illustrates that our PMRQ scheme is privacy preserving, and experimental results demonstrate that it is computationally efficient.
Author Shao, Jun
Lu, Rongxing
Wang, Fengwei
Zhu, Hui
Zheng, Yandong
Guan, Yunguo
Zhang, Songnian
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SubjectTerms Algorithms
Cloud computing
Data privacy
eHealthcare
Encryption
Health care
homomorphic encoding
Indexes
Intersections
Medical services
multidimensional range query
Outsourcing
Privacy
Queries
R-tree
Servers
single-dimensional privacy
Title PMRQ: Achieving Efficient and Privacy-Preserving Multidimensional Range Query in eHealthcare
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