Forward/backward and content private DSSE for spatial keyword queries

Spatial keyword queries are attractive techniques that have been widely deployed in real-life applications in recent years, such as social networks and location-based services. However, existing solutions neither support dynamic update nor satisfy the privacy requirements in real applications. In th...

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Main Authors: WANG, Xiangyu, MA, Jianfeng, LIU, Ximeng, MIAO, Yinbin, LIU, Yang, DENG, Robert H.
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Language:English
Published: Institutional Knowledge at Singapore Management University 2023
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Online Access:https://ink.library.smu.edu.sg/sis_research/8179
https://ink.library.smu.edu.sg/context/sis_research/article/9182/viewcontent/Forward_Backward_DSSE_av.pdf
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spelling sg-smu-ink.sis_research-91822023-09-26T10:27:56Z Forward/backward and content private DSSE for spatial keyword queries WANG, Xiangyu MA, Jianfeng LIU, Ximeng MIAO, Yinbin LIU, Yang DENG, Robert H. Spatial keyword queries are attractive techniques that have been widely deployed in real-life applications in recent years, such as social networks and location-based services. However, existing solutions neither support dynamic update nor satisfy the privacy requirements in real applications. In this article, we investigate the problem of Dynamic Searchable Symmetric Encryption (DSSE) for spatial keyword queries. First, we formulate the definition of DSSE for spatial keyword queries (namely, DSSESKQ) and extend the DSSE leakage functions to capture the leakages in DSSESKQ. Then, we present a practical DSSESKQ construction based on geometric prefix encoding inverted-index and encrypted bitmap. Rigorous security analysis proves that our construction can achieve not only forward/backward privacy but content privacy as well, which can resist the most existing leakage-abuse attacks. Evaluation results using real-world datasets demonstrate the efficiency and feasibility of our construction. Comparative analysis reveals that our construction outperforms state-of-the-art schemes in terms of privacy and performance, e.g., our construction is 175x faster than existing schemes with only 51% server storage cost. 2023-07-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/8179 info:doi/10.1109/TDSC.2022.3205670 https://ink.library.smu.edu.sg/context/sis_research/article/9182/viewcontent/Forward_Backward_DSSE_av.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Spatial keyword queries dynamic searchable symmetric encryption location-based services forward/backward privacy content privacy Information Security
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Spatial keyword queries
dynamic searchable symmetric encryption
location-based services
forward/backward privacy
content privacy
Information Security
spellingShingle Spatial keyword queries
dynamic searchable symmetric encryption
location-based services
forward/backward privacy
content privacy
Information Security
WANG, Xiangyu
MA, Jianfeng
LIU, Ximeng
MIAO, Yinbin
LIU, Yang
DENG, Robert H.
Forward/backward and content private DSSE for spatial keyword queries
description Spatial keyword queries are attractive techniques that have been widely deployed in real-life applications in recent years, such as social networks and location-based services. However, existing solutions neither support dynamic update nor satisfy the privacy requirements in real applications. In this article, we investigate the problem of Dynamic Searchable Symmetric Encryption (DSSE) for spatial keyword queries. First, we formulate the definition of DSSE for spatial keyword queries (namely, DSSESKQ) and extend the DSSE leakage functions to capture the leakages in DSSESKQ. Then, we present a practical DSSESKQ construction based on geometric prefix encoding inverted-index and encrypted bitmap. Rigorous security analysis proves that our construction can achieve not only forward/backward privacy but content privacy as well, which can resist the most existing leakage-abuse attacks. Evaluation results using real-world datasets demonstrate the efficiency and feasibility of our construction. Comparative analysis reveals that our construction outperforms state-of-the-art schemes in terms of privacy and performance, e.g., our construction is 175x faster than existing schemes with only 51% server storage cost.
format text
author WANG, Xiangyu
MA, Jianfeng
LIU, Ximeng
MIAO, Yinbin
LIU, Yang
DENG, Robert H.
author_facet WANG, Xiangyu
MA, Jianfeng
LIU, Ximeng
MIAO, Yinbin
LIU, Yang
DENG, Robert H.
author_sort WANG, Xiangyu
title Forward/backward and content private DSSE for spatial keyword queries
title_short Forward/backward and content private DSSE for spatial keyword queries
title_full Forward/backward and content private DSSE for spatial keyword queries
title_fullStr Forward/backward and content private DSSE for spatial keyword queries
title_full_unstemmed Forward/backward and content private DSSE for spatial keyword queries
title_sort forward/backward and content private dsse for spatial keyword queries
publisher Institutional Knowledge at Singapore Management University
publishDate 2023
url https://ink.library.smu.edu.sg/sis_research/8179
https://ink.library.smu.edu.sg/context/sis_research/article/9182/viewcontent/Forward_Backward_DSSE_av.pdf
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