A graph matching method and a graph matching distance based on subgraph assignments

被引:27
作者
Raveaux, Romain [1 ]
Burie, Jean-Christophe [1 ]
Ogier, Jean-Marc [1 ]
机构
[1] Univ La Rochelle, Lab L3I, F-17042 La Rochelle 1, France
关键词
Graph matching; Graph distance; Bipartite graph matching; Graph based representation; PATTERN-RECOGNITION; ALGORITHM; ISOMORPHISM; KERNELS;
D O I
10.1016/j.patrec.2009.10.011
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
During the last decade, the use of graph-based object representation has drastically increased. As a matter of fact, object representation by means of graphs has a number of advantages over feature vectors. As a consequence. methods to compare graphs have become of first interest. In this paper, a graph matching method and a distance between attributed graphs are defined. Both approaches are based on subgraphs. In this context, subgraphs can be seen as structural features extracted from a given graph, their nature enables them to represent local information of a root node. Given two graphs G(1), G(2), the univalent mapping can be expressed as the minimum-weight subgraph matching between G(1) and G(2) with respect to a cost function. This metric between subgraphs is directly derived from well-known graph distances. In experiments on four different data sets, the distance induced by our graph matching was applied to measure the accuracy of the graph matching. Finally, we demonstrate a substantial speed-up compared to conventional methods while keeping a relevant precision. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:394 / 406
页数:13
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