A comparative analysis of multidimensional features of objects resembling sets of graphs

Matthias Dehmer, Frank Emmert-Streib, Tanja Gesell

Tutkimustuotos: ArtikkeliTieteellinenvertaisarvioitu

4 Sitaatiot (Scopus)

Abstrakti

In the present paper, we introduce a notion of a style representing abstract, complex objects having characteristics that can be represented as structured objects. Furthermore, we provide some mathematical properties of such styles. As a main result, we present a novel approach to perform a meaningful comparative analysis of such styles by defining and using graph-theoretic measures. We compare two styles by comparing the underlying feature sets representing sets of graph structurally. To determine the structural similarity between the underlying graphs, we use graph similarity measures that are computationally efficient. More precisely, in order to compare styles, we map each feature set to a so-called median graph and compare the resulting median graphs. As an application, we perform an experimental study to compare special styles representing sets of undirected graphs and present numerical results thereof.

AlkuperäiskieliEnglanti
Sivut221-235
Sivumäärä15
JulkaisuApplied Mathematics and Computation
Vuosikerta196
Numero1
DOI - pysyväislinkit
TilaJulkaistu - 15 helmik. 2008
Julkaistu ulkoisestiKyllä
OKM-julkaisutyyppiA1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä

!!ASJC Scopus subject areas

  • Applied Mathematics
  • Computational Mathematics
  • Numerical Analysis

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