A new algorithm for error-tolerant subgraph isomorphism detection

被引:192
作者
Messmer, BT
Bunke, H
机构
[1] Swisscom AG, Corp Technol, CH-3000 Bern, Switzerland
[2] Univ Bern, Inst Informat & Angew Math, CH-3012 Bern, Switzerland
关键词
graphs; subgraph isomorphism; graph matching; error-correcting graph matching; search; graph algorithms; graph decomposition;
D O I
10.1109/34.682179
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a new algorithm for error-correcting subgraph isomorphism detection from a set of model graphs to an unknown input graph. The algorithm is based on a compact representation of the model graphs. This representation is derived from the set of model graphs in an off-line preprocessing step. The main advantage of the proposed representation is that common subgraphs of different model graphs are represented only once. Therefore, at run time, given an unknown input graph, the computational effort of matching the common subgraphs for each model graph onto the input graph is done only once. Consequently, the new algorithm is only sublinearly dependent on the number of model graphs. Furthermore, the new algorithm can be combined with a future cost estimation method that greatly improves its run-time performance.
引用
收藏
页码:493 / 504
页数:12
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