A note on the PageRank of undirected graphs

被引:32
|
作者
Grolmusz, Vince [1 ,2 ]
机构
[1] Eotvos Lorand Univ, PIT Bioinformat Grp, H-1117 Budapest, Hungary
[2] Uratim Ltd, H-1118 Budapest, Hungary
关键词
Analysis of algorithms; PageRank; Undirected graphs; NETWORKS; WEB;
D O I
10.1016/j.ipl.2015.02.015
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The PageRank is a widely used scoring function of networks in general and of the World Wide Web graph in particular. The PageRank is defined for directed graphs, but in some special cases applications for undirected graphs occur. In the literature it is widely but not exclusively - noted that the PageRank for undirected graphs is proportional to the degrees of the vertices of the graph. We prove that statement for a particular personalization vector in the definition of the PageRank, and we also show that in general, the PageRank of an undirected graph is not exactly proportional to the degree distribution of the graph: our main theorem gives an upper and a lower bound to the L-1 norm of the difference of the PageRank and the degree distribution vectors. A necessary and sufficient condition is also given for the PageRank for being proportional to the degree. (c) 2015 Elsevier B.V. All rights reserved.
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页码:633 / 634
页数:2
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