An Iterative Algorithm for Approximate Median Graph Computation

Recently, the median graph has been shown to be a good choice to obtain a representative of a given set of graphs. It has been successfully applied to graph-based classification and clustering. In this paper we exploit a theoretical property of the median, which has not yet been utilized in the past...

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Vydáno v:2010 20th International Conference on Pattern Recognition s. 1562 - 1565
Hlavní autoři: Ferrer, Miquel, Bunke, Horst
Médium: Konferenční příspěvek
Jazyk:angličtina
Vydáno: IEEE 01.08.2010
Témata:
Approximation algorithms
Approximation methods
Clustering algorithms
Iterative methods
Labeling
Pattern recognition
ISBN:1424475422, 9781424475421
ISSN:1051-4651
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Abstract Recently, the median graph has been shown to be a good choice to obtain a representative of a given set of graphs. It has been successfully applied to graph-based classification and clustering. In this paper we exploit a theoretical property of the median, which has not yet been utilized in the past, to derive a new iterative algorithm for approximate median graph computation. Experiments done using five different graph databases show that the proposed approach yields, in four out of these five datasets, better medians than two of the previous existing methods.
AbstractList Recently, the median graph has been shown to be a good choice to obtain a representative of a given set of graphs. It has been successfully applied to graph-based classification and clustering. In this paper we exploit a theoretical property of the median, which has not yet been utilized in the past, to derive a new iterative algorithm for approximate median graph computation. Experiments done using five different graph databases show that the proposed approach yields, in four out of these five datasets, better medians than two of the previous existing methods.
Author Bunke, Horst
Ferrer, Miquel
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  givenname: Horst
  surname: Bunke
  fullname: Bunke, Horst
  email: bunke@iam.unibe.ch
  organization: Inst. of Comput. Sci. & Appl. Math., Univ. of Bern, Bern, Switzerland
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Snippet Recently, the median graph has been shown to be a good choice to obtain a representative of a given set of graphs. It has been successfully applied to...
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StartPage 1562
SubjectTerms Approximation algorithms
Approximation methods
Clustering algorithms
Iterative methods
Labeling
Pattern recognition
Title An Iterative Algorithm for Approximate Median Graph Computation
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