On the unification of the graph edit distance and graph matching problems

被引:6
作者
Raveaux, Romain [1 ]
机构
[1] Univ Tours, Lab Informat Fondamentale & Appl Tours LIFAT, EA 6300, 64 Ave Jean Portalis, F-37000 Tours, France
关键词
Graph edit distance; Graph matching; Discrete optimization; LINEAR-PROGRAMMING FORMULATION; COMPUTATION; ALGORITHM; MODEL;
D O I
10.1016/j.patrec.2021.02.014
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Error-tolerant graph matching gathers an important family of problems. These problems aim at finding correspondences between two graphs while integrating an error model. In the Graph Edit Distance (GED) problem, the insertion/deletion of edges/nodes from one graph to another is explicitly expressed by the error model. At the opposite, the problem commonly referred to as "graph matching" does not explicitly express such operations. For decades, these two problems have split the research community in two separated parts. It resulted in the design of different solvers for the two problems. In this paper, we propose a unification of both problems thanks to a single model. We give the proof that the two problems are equivalent under a reformulation of the error models. This unification makes possible the use on both problems of existing solving methods from the two communities. (c) 2021 Elsevier B.V. All rights reserved.
引用
收藏
页码:240 / 246
页数:7
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