Implicit and Explicit Graph Embedding: Comparison of both Approaches on Chemoinformatics Applications
Identifieur interne : 001860 ( Main/Exploration ); précédent : 001859; suivant : 001861Implicit and Explicit Graph Embedding: Comparison of both Approaches on Chemoinformatics Applications
Auteurs : Benoit Gaüzère [France] ; Hasegawa Makoto [France] ; Luc Brun [France] ; Salvatore Tabbone [France]Source :
English descriptors
- mix :
Abstract
Defining similarities or distances between graphs is one of the bases of the structural pattern recognition field. An important trend within this field consists in going beyond the simple formulation of simi- larity measures by studying properties of graph's spaces induced by such distance or similarity measures . Such a problematic is closely related to the graph embedding problem. In this article, we investigate two types of similarity measures. The first one is based on the notion of graph edit distance which aims to catch a global dissimilarity between graphs. The second family is based on comparisons of bags of patterns extracted from graphs to be compared. Both approaches are detailed and their performances are evaluated on different chemoinformatics problems.
Url:
DOI: 10.1007/978-3-642-34166-3_56
Affiliations:
- France
- Basse-Normandie, Grand Est, Lorraine (région), Région Normandie
- Caen, Metz, Nancy
- Université de Caen Basse-Normandie, Université de Lorraine
Links toward previous steps (curation, corpus...)
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Le document en format XML
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<orgName type="university">Université de Lorraine</orgName>
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<author><name sortKey="Brun, Luc" sort="Brun, Luc" uniqKey="Brun L" first="Luc" last="Brun">Luc Brun</name>
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<author><name sortKey="Tabbone, Salvatore" sort="Tabbone, Salvatore" uniqKey="Tabbone S" first="Salvatore" last="Tabbone">Salvatore Tabbone</name>
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<settlement type="city">Metz</settlement>
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<idno type="DOI">10.1007/978-3-642-34166-3_56</idno>
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<front><div type="abstract" xml:lang="en">Defining similarities or distances between graphs is one of the bases of the structural pattern recognition field. An important trend within this field consists in going beyond the simple formulation of simi- larity measures by studying properties of graph's spaces induced by such distance or similarity measures . Such a problematic is closely related to the graph embedding problem. In this article, we investigate two types of similarity measures. The first one is based on the notion of graph edit distance which aims to catch a global dissimilarity between graphs. The second family is based on comparisons of bags of patterns extracted from graphs to be compared. Both approaches are detailed and their performances are evaluated on different chemoinformatics problems.</div>
</front>
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<tree><country name="France"><region name="Région Normandie"><name sortKey="Gauzere, Benoit" sort="Gauzere, Benoit" uniqKey="Gauzere B" first="Benoit" last="Gaüzère">Benoit Gaüzère</name>
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