DocumentCode
75009
Title
Authenticated Subgraph Similarity Searchin Outsourced Graph Databases
Author
Yun Peng ; Zhe Fan ; Byron Choi ; Jianliang Xu ; Bhowmick, Sourav S.
Author_Institution
Res. Center of Big Data Applic., Qilu Univ. of Technol., Jinan, China
Volume
27
Issue
7
fYear
2015
fDate
July 1 2015
Firstpage
1838
Lastpage
1860
Abstract
Subgraph similarity search is used in graph databases to retrieve graphs whose subgraphs are similar to a given query graph. It has been proven successful in a wide range of applications including bioinformatics and chem-informatics, etc. Due to the cost of providing efficient similarity search services on ever-increasing graph data, database outsourcing is apparently an appealing solution to database owners. Unfortunately, query service providers may be untrusted or compromised by attacks. To our knowledge, no studies have been carried out on the authentication of the search. In this paper, we propose authentication techniques that follow the popular filtering-and-verification framework. We propose an authentication-friendly metric index called GMTree. Specifically, we transform the similarity search into a search in a graph metric space and derive small verification objects (VOs) to-be-transmitted to query clients. To further optimize GMTree, we propose a sampling-based pivot selection method and an authenticated version of MCS computation. Our comprehensive experiments verified the effectiveness and efficiency of our proposed techniques.
Keywords
authorisation; graph theory; information filtering; outsourcing; query processing; GMTree; MCS computation; authenticated subgraph similarity search; authentication-friendly metric index; database outsourcing; database owners; filtering-and-verification framework; graph metric space; graph retrieval; outsourced graph databases; query clients; query graph data; query service providers; sampling-based pivot selection method; search authentication; verification objects; Authentication; Computational modeling; Extraterrestrial measurements; Indexes; Search problems; Subgraph similarity search; outsourced database; query authentication;
fLanguage
English
Journal_Title
Knowledge and Data Engineering, IEEE Transactions on
Publisher
ieee
ISSN
1041-4347
Type
jour
DOI
10.1109/TKDE.2014.2316818
Filename
6786998
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