A survey of graph edit distance

被引:438
|
作者
Gao, Xinbo [2 ]
Xiao, Bing [2 ]
Tao, Dacheng [3 ]
Li, Xuelong [1 ]
机构
[1] Univ London, Sch Comp Sci & Informat Syst, Birkbeck Coll, London WC1E 7HX, England
[2] Xidian Univ, Sch Elect Engn, Xian 710071, Peoples R China
[3] Nanyang Technol Univ, Sch Comp Engn, Singapore 639798, Singapore
基金
美国国家科学基金会;
关键词
Inexact graph matching; Graph edit distance; Attributed graph; Non-attributed graph; MAXIMUM COMMON SUBGRAPH; RETRIEVAL;
D O I
10.1007/s10044-008-0141-y
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Inexact graph matching has been one of the significant research foci in the area of pattern analysis. As an important way to measure the similarity between pairwise graphs error-tolerantly, graph edit distance (GED) is the base of inexact graph matching. The research advance of GED is surveyed in order to provide a review of the existing literatures and offer some insights into the studies of GED. Since graphs may be attributed or non-attributed and the definition of costs for edit operations is various, the existing GED algorithms are categorized according to these two factors and described in detail. After these algorithms are analyzed and their limitations are identified, several promising directions for further research are proposed.
引用
收藏
页码:113 / 129
页数:17
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