Authenticated Subgraph Similarity Search in Outsourced Graph Databases

被引:13
|
作者
Peng, Yun [1 ,2 ]
Fan, Zhe [2 ]
Choi, Byron [2 ]
Xu, Jianliang [2 ]
Bhowmick, Sourav S.
机构
[1] Qilu Univ Technol, Res Ctr Big Data Applicat, Jinan, Peoples R China
[2] Hong Kong Baptist Univ, Dept Comp Sci, Kowloon Tong, Hong Kong, Peoples R China
关键词
Subgraph similarity search; query authentication; outsourced database; ISOMORPHISM ALGORITHMS; COMMON;
D O I
10.1109/TKDE.2014.2316818
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
引用
收藏
页码:1838 / 1860
页数:23
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