Graph matching by relaxation of fuzzy assignments

被引:26
|
作者
Medasani, S [1 ]
Krishnapuram, R
Choi, Y
机构
[1] HRL Labs, LLC, Malibu, CA 90265 USA
[2] Colorado Sch Mines, Golden, CO 80401 USA
[3] Korea Telecom, MTRL, Seoul 137792, South Korea
关键词
graph isomorphism; graph matching; inexact graph matching; subgraph matching;
D O I
10.1109/91.917123
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Graphs are very powerful and widely used representational tools in computer applications, In this paper we present a relaxation approach to (sub)graph matching based on a fuzzy assignment matrix, The algorithm has a computational complexity of O(n(2)m(2)) where n and m are the number of nodes in the two graphs being matched, and can perform both enact and inexact matching, To illustrate the performance of the algorithm, we summarize the results obtained fur more than 12 000 pairs of graphs of varying types (weighted graphs, attributed graphs, and noisy graphs). We also compare our results with those obtained using the Graduated Assignment algorithm.
引用
收藏
页码:173 / 182
页数:10
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