An eigenspace projection clustering method for inexact graph matching

IEEE Transactions on Pattern Analysis and Machine Intelligence
Terry Caelli, Serhiy Kosinov

Abstract

In this paper, we show how inexact graph matching (that is, the correspondence between sets of vertices of pairs of graphs) can be solved using the renormalization of projections of the vertices (as defined in this case by their connectivities) into the joint eigenspace of a pair of graphs and a form of relational clustering. An important feature of this eigenspace renormalization projection clustering (EPC) method is its ability to match graphs with different number of vertices. Shock graph-based shape matching is used to illustrate the model and a more objective method for evaluating the approach using random graphs is explored with encouraging results.

References

Apr 22, 1991·Proceedings. Biological Sciences·G L Scott, H C Longuet-Higgins
Feb 1, 1979·IEEE Transactions on Pattern Analysis and Machine Intelligence·D L Davies, D W Bouldin

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Citations

May 30, 2009·Bioinformatics·Mikhail ZaslavskiyJean-Philippe Vert
Aug 21, 2015·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Chengcai LengAnup Basu
Jul 19, 2013·IEEE Transactions on Bio-medical Engineering·Ashirwad ChowriappaPeter Scott
Nov 8, 2008·IEEE Transactions on Pattern Analysis and Machine Intelligence·Sinisa Todorovic, Narendra Ahuja
Oct 17, 2009·IEEE Transactions on Pattern Analysis and Machine Intelligence·Mikhail ZaslavskiyJean-Philippe Vert
Sep 22, 2006·IEEE Transactions on Pattern Analysis and Machine Intelligence·Tibério S CaetanoDante A C Barone
Apr 18, 2009·IEEE Transactions on Pattern Analysis and Machine Intelligence·Tibério S CaetanoAlex J Smola
Apr 25, 2012·IEEE Transactions on Pattern Analysis and Machine Intelligence·Hongsheng LiLei He
Feb 14, 2008·IEEE Transactions on Neural Networks·B B Nasution, A I Khan
Jun 3, 2011·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Jun YuHock Soon Seah
Dec 15, 2015·IEEE Transactions on Pattern Analysis and Machine Intelligence·Vince LyzinskiGuillermo Sapiro
May 12, 2015·Computational Intelligence and Neuroscience·Chengcai LengHaipeng Zhang
Sep 16, 2015·IEEE Transactions on Pattern Analysis and Machine Intelligence·Valeria Garro, Andrea Giachetti
Nov 26, 2015·IEEE Transactions on Pattern Analysis and Machine Intelligence·Feng Zhou, Fernando de la Torre
Jul 30, 2010·Journal of Chemical Information and Modeling·David White, Richard C Wilson

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