Title :
Computing the Barycenter Graph by Means of the Graph Edit Distance
Author :
Bardaji, Itziar ; Ferrer, Miquel ; Sanfeliu, Alberto
Author_Institution :
Inst. de Robot. i Inf. Ind., UPC-CSIC, Spain
Abstract :
The barycenter graph has been shown as an alternative to obtain the representative of a given set of graphs. In this paper we propose an extension of the original algorithm which makes use of the graph edit distance in conjunction with the weighted mean of a pair of graphs. Our main contribution is that we can apply the method to attributed graphs with any kind of labels in both the nodes and the edges, equipped with a distance function less constrained than in previous approaches. Experiments done on four different datasets support the validity of the method giving good approximations of the barycenter graph.
Keywords :
computational geometry; graph theory; attributed graphs; barycenter graph; graph edit distance; Approximation algorithms; Approximation methods; Databases; Entropy; Pattern recognition; Sorting; Upper bound;
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-7542-1
DOI :
10.1109/ICPR.2010.241