Density decompositions of networks
Journal of graph algorithms and applications, Tome 23 (2019) no. 4, pp. 625-651
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We introduce a new topological descriptor of a graph called the density decomposition which is a partition of the vertices of a graph into regions of uniform density. The decomposition we define is unique in the sense that a given graph has exactly one density decomposition. The number of vertices in each partition defines a density distribution which we find is measurably similar to the degree distribution of given real-world networks (social, internet, etc.) and measurably dissimilar in synthetic networks (preferential attachment, small world, etc.). We also show how to build networks having given density distributions, which gives us further insight into the structure of real-world networks.
@article{JGAA_2019_23_4_a1,
author = {Glencora Borradaile and Theresa Migler and Gordon Wilfong},
title = {Density decompositions of networks},
journal = {Journal of graph algorithms and applications},
pages = {625--651},
year = {2019},
volume = {23},
number = {4},
doi = {10.7155/jgaa.00505},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.7155/jgaa.00505/}
}
TY - JOUR AU - Glencora Borradaile AU - Theresa Migler AU - Gordon Wilfong TI - Density decompositions of networks JO - Journal of graph algorithms and applications PY - 2019 SP - 625 EP - 651 VL - 23 IS - 4 UR - http://geodesic.mathdoc.fr/articles/10.7155/jgaa.00505/ DO - 10.7155/jgaa.00505 LA - en ID - JGAA_2019_23_4_a1 ER -
%0 Journal Article %A Glencora Borradaile %A Theresa Migler %A Gordon Wilfong %T Density decompositions of networks %J Journal of graph algorithms and applications %D 2019 %P 625-651 %V 23 %N 4 %U http://geodesic.mathdoc.fr/articles/10.7155/jgaa.00505/ %R 10.7155/jgaa.00505 %G en %F JGAA_2019_23_4_a1
Glencora Borradaile; Theresa Migler; Gordon Wilfong. Density decompositions of networks. Journal of graph algorithms and applications, Tome 23 (2019) no. 4, pp. 625-651. doi: 10.7155/jgaa.00505
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