BoG: A New Approach for Graph Matching
Identifieur interne : 000A09 ( Main/Exploration ); précédent : 000A08; suivant : 000A10BoG: A New Approach for Graph Matching
Auteurs : Fernanda Brandao Da Silva [Brésil] ; Salvatore Tabbone [France] ; Ricardo Da Silva Torres [Brésil]Source :
English descriptors
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Abstract
Huge volume of graph data are becoming available. This scenario demands the development of effective and efficient methods to perform graph matching. In this paper, we propose to adapt the Bag-of-Words model into the context of graphs. Using a vocabulary based on graph local structures, we represent graphs as histograms. Experiments show that our approach achieves good accuracy rates. Moreover, the advantage of this representation is that the computation of graph matching has a very low complexity, which allows to efficiently perform graph classification and retrieval on large datasets.
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DOI: 10.1109/ICPR.2014.24
Affiliations:
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This scenario demands the development of effective and efficient methods to perform graph matching. In this paper, we propose to adapt the Bag-of-Words model into the context of graphs. Using a vocabulary based on graph local structures, we represent graphs as histograms. Experiments show that our approach achieves good accuracy rates. Moreover, the advantage of this representation is that the computation of graph matching has a very low complexity, which allows to efficiently perform graph classification and retrieval on large datasets.</div></front></TEI><affiliations><list><country><li>Brésil</li><li>France</li></country><region><li>Grand Est</li><li>Lorraine (région)</li></region><settlement><li>Metz</li><li>Nancy</li></settlement><orgName><li>Université de Lorraine</li></orgName></list><tree><country name="Brésil"><noRegion><name sortKey="Brandao Da Silva, Fernanda" sort="Brandao Da Silva, Fernanda" uniqKey="Brandao Da Silva F" first="Fernanda" last="Brandao Da Silva">Fernanda Brandao Da Silva</name></noRegion><name sortKey="Da Silva Torres, Ricardo" sort="Da Silva Torres, Ricardo" uniqKey="Da Silva Torres R" first="Ricardo" last="Da Silva Torres">Ricardo Da Silva Torres</name></country><country name="France"><region name="Grand Est"><name sortKey="Tabbone, Salvatore" sort="Tabbone, Salvatore" uniqKey="Tabbone S" first="Salvatore" last="Tabbone">Salvatore Tabbone</name></region></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
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