Homomorphic encryption location privacy-preserving scheme based on Markov model

Homomorphic encryption location privacy-preserving scheme based on Markov mode was proposed to solve the problem of location privacy and query privacy protection in location-based service systems. Firstly, the anonymous user's identity were permuted randomly and the Markov state transition matr...

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Main Authors: Kai ZHOU, Chang-gen PENG, Yi-jie ZHU, Jian-qiong HE
Format: Article
Language:English
Published: POSTS&TELECOM PRESS Co., LTD 2017-01-01
Series:网络与信息安全学报
Subjects:
Online Access:http://www.cjnis.com.cn/thesisDetails#10.11959/j.issn.2096-109x.2017.00137
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author Kai ZHOU
Chang-gen PENG
Yi-jie ZHU
Jian-qiong HE
author_facet Kai ZHOU
Chang-gen PENG
Yi-jie ZHU
Jian-qiong HE
author_sort Kai ZHOU
collection DOAJ
description Homomorphic encryption location privacy-preserving scheme based on Markov mode was proposed to solve the problem of location privacy and query privacy protection in location-based service systems. Firstly, the anonymous user's identity were permuted randomly and the Markov state transition matrix combining with the user's historical query content was constructed. Secondly, system previously queries the user's high frequency con-tent and the prediction content under Markov chain, then store the corresponding result sets. Finally, the security of the scheme's double prediction system was analyzed. The scheme makes the LBS receives k+1 query contents which let malicious server or attacker can't determine the corresponding relation between queried user's real identity and queried content. So the user's location privacy and query privacy can be protected. Meanwhile, the computability and confidentiality of homomorphic encryption ciphertext were used to realize the statistical analysis of cipher-text-oriented data and the secure storage of private data.
format Article
id doaj-art-b234c5e95d2d42eba64331475a69e78d
institution Kabale University
issn 2096-109X
language English
publishDate 2017-01-01
publisher POSTS&TELECOM PRESS Co., LTD
record_format Article
series 网络与信息安全学报
spelling doaj-art-b234c5e95d2d42eba64331475a69e78d2025-01-15T03:05:28ZengPOSTS&TELECOM PRESS Co., LTD网络与信息安全学报2096-109X2017-01-013546059549578Homomorphic encryption location privacy-preserving scheme based on Markov modelKai ZHOUChang-gen PENGYi-jie ZHUJian-qiong HEHomomorphic encryption location privacy-preserving scheme based on Markov mode was proposed to solve the problem of location privacy and query privacy protection in location-based service systems. Firstly, the anonymous user's identity were permuted randomly and the Markov state transition matrix combining with the user's historical query content was constructed. Secondly, system previously queries the user's high frequency con-tent and the prediction content under Markov chain, then store the corresponding result sets. Finally, the security of the scheme's double prediction system was analyzed. The scheme makes the LBS receives k+1 query contents which let malicious server or attacker can't determine the corresponding relation between queried user's real identity and queried content. So the user's location privacy and query privacy can be protected. Meanwhile, the computability and confidentiality of homomorphic encryption ciphertext were used to realize the statistical analysis of cipher-text-oriented data and the secure storage of private data.http://www.cjnis.com.cn/thesisDetails#10.11959/j.issn.2096-109x.2017.00137location-based servicesMarkov chainhomomorphic encryptionanonymityinquiry privacy
spellingShingle Kai ZHOU
Chang-gen PENG
Yi-jie ZHU
Jian-qiong HE
Homomorphic encryption location privacy-preserving scheme based on Markov model
网络与信息安全学报
location-based services
Markov chain
homomorphic encryption
anonymity
inquiry privacy
title Homomorphic encryption location privacy-preserving scheme based on Markov model
title_full Homomorphic encryption location privacy-preserving scheme based on Markov model
title_fullStr Homomorphic encryption location privacy-preserving scheme based on Markov model
title_full_unstemmed Homomorphic encryption location privacy-preserving scheme based on Markov model
title_short Homomorphic encryption location privacy-preserving scheme based on Markov model
title_sort homomorphic encryption location privacy preserving scheme based on markov model
topic location-based services
Markov chain
homomorphic encryption
anonymity
inquiry privacy
url http://www.cjnis.com.cn/thesisDetails#10.11959/j.issn.2096-109x.2017.00137
work_keys_str_mv AT kaizhou homomorphicencryptionlocationprivacypreservingschemebasedonmarkovmodel
AT changgenpeng homomorphicencryptionlocationprivacypreservingschemebasedonmarkovmodel
AT yijiezhu homomorphicencryptionlocationprivacypreservingschemebasedonmarkovmodel
AT jianqionghe homomorphicencryptionlocationprivacypreservingschemebasedonmarkovmodel