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On the relationship between PageRank and automorphisms of a graph

Authors :
Matthias Dehmer
Najaf Amraei
Abdullah Lotfi
Abbe Mowshowitz
Modjtaba Ghorbani
Frank Emmert-Streib
Source :
Information Sciences. 579:401-417
Publication Year :
2021
Publisher :
Elsevier BV, 2021.

Abstract

PageRank is an algorithm used in Internet search to score the importance of web pages. The aim of this paper is demonstrate some new results concerning the relationship between the concept of PageRank and automorphisms of a graph. In particular, we show that if vertices u and v are similar in a graph G (i.e., there is an automorphism mapping u to v), then u and v have the same PageRank score. More generally, we prove that if the PageRanks of all vertices in G are distinct, then the automorphism group of G consists of the identity alone. Finally, the PageRank entropy measure of several kinds of real-world networks and all trees of orders 10–13 and 22 is investigated.

Details

ISSN :
00200255
Volume :
579
Database :
OpenAIRE
Journal :
Information Sciences
Accession number :
edsair.doi...........9b62b681672a0f74461856448b59cb35
Full Text :
https://doi.org/10.1016/j.ins.2021.08.013