Location publishing technology based on differential privacy-preserving for big data services

Aiming at dealing with prospect knowledge and complex combinatorial attack,a new location big data publishing mechanism under differential privacy technology was given.And innovative usability evaluation feedback mechanism was designed.It gave corresponding solution details for the sensitive attribu...

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Main Authors: Lin ZHANG, Yan LIU, Ru-chuan WANG
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2016-09-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2016176/
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author Lin ZHANG
Yan LIU
Ru-chuan WANG
author_facet Lin ZHANG
Yan LIU
Ru-chuan WANG
author_sort Lin ZHANG
collection DOAJ
description Aiming at dealing with prospect knowledge and complex combinatorial attack,a new location big data publishing mechanism under differential privacy technology was given.And innovative usability evaluation feedback mechanism was designed.It gave corresponding solution details for the sensitive attributes and the identity recognition to analyze the quality of service,aimed at privacy protecting for location based big data under situations like combination of location information and non-location information and attacker’s arbitrary background knowledge.Simulation results based on different spatial indexing technology proved that the new publishing model has a higher accuracy under specified privacy conditions for the location query service.
format Article
id doaj-art-7bcee6dbac4d4f6db0082e2a6b585ba9
institution Kabale University
issn 1000-436X
language zho
publishDate 2016-09-01
publisher Editorial Department of Journal on Communications
record_format Article
series Tongxin xuebao
spelling doaj-art-7bcee6dbac4d4f6db0082e2a6b585ba92025-01-14T06:55:53ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2016-09-0137465459703197Location publishing technology based on differential privacy-preserving for big data servicesLin ZHANGYan LIURu-chuan WANGAiming at dealing with prospect knowledge and complex combinatorial attack,a new location big data publishing mechanism under differential privacy technology was given.And innovative usability evaluation feedback mechanism was designed.It gave corresponding solution details for the sensitive attributes and the identity recognition to analyze the quality of service,aimed at privacy protecting for location based big data under situations like combination of location information and non-location information and attacker’s arbitrary background knowledge.Simulation results based on different spatial indexing technology proved that the new publishing model has a higher accuracy under specified privacy conditions for the location query service.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2016176/location servicebig datadifferential privacydata publishingprivacy-preserving
spellingShingle Lin ZHANG
Yan LIU
Ru-chuan WANG
Location publishing technology based on differential privacy-preserving for big data services
Tongxin xuebao
location service
big data
differential privacy
data publishing
privacy-preserving
title Location publishing technology based on differential privacy-preserving for big data services
title_full Location publishing technology based on differential privacy-preserving for big data services
title_fullStr Location publishing technology based on differential privacy-preserving for big data services
title_full_unstemmed Location publishing technology based on differential privacy-preserving for big data services
title_short Location publishing technology based on differential privacy-preserving for big data services
title_sort location publishing technology based on differential privacy preserving for big data services
topic location service
big data
differential privacy
data publishing
privacy-preserving
url http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2016176/
work_keys_str_mv AT linzhang locationpublishingtechnologybasedondifferentialprivacypreservingforbigdataservices
AT yanliu locationpublishingtechnologybasedondifferentialprivacypreservingforbigdataservices
AT ruchuanwang locationpublishingtechnologybasedondifferentialprivacypreservingforbigdataservices