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On the relationship between PageRank and automorphisms of a graph

  • Modjtaba Ghorbani*
  • , Matthias Dehmer
  • , Abdullah Lotfi
  • , Najaf Amraei
  • , Abbe Mowshowitz
  • , Frank Emmert-Streib
  • *Corresponding author for this work
  • Shahid Rajaee Teacher Training University
  • Swiss Distance University of Applied Sciences
  • Private University for Health Sciences, Medical Informatics and Technology
  • City University of New York
  • Tampere University

Research output: Contribution to journalArticlepeer-review

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.

Original languageEnglish
Pages (from-to)401-417
Number of pages17
JournalInformation Sciences
Volume579
DOIs
Publication statusPublished - Nov 2021
Externally publishedYes

Keywords

  • Eigenvalue
  • graph automorphism
  • PageRank
  • web page

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