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
Link To Document :
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