https://www.mdu.se/

mdu.sePublications
Change search
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf
A Variant of Updating PageRank in Evolving Tree Graphs
Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics. Department of Mathematics, School of Physical Sciences, Makerere University, Kampala, Uganda. (MAM)
Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics. Department of Mathematics, College of Natural and Applied Sciences, University of Dar es Salaam,Tanzania. (MAM)ORCID iD: 0000-0001-7822-2103
Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics. (MAM)ORCID iD: 0000-0002-1624-5147
Department of Mathematics, School of Physical Sciences, Makerere University, Kampala, Uganda.
Show others and affiliations
2021 (English)In: Applied Modeling Techniques and Data Analysis 1: Computational Data Analysis Methods and Tools / [ed] Yannis Dimotikalis, Alex Karagrigoriou, Christina Parpoula, Christos H. Skiadas, John Wiley & Sons, Inc. Hoboken, NJ, USA , 2021, Vol. 7, p. 3-22Chapter in book (Refereed)
Abstract [en]

A PageRank update refers to the process of computing new PageRank valuesafter a change(s) (addition or removal of links/vertices) has occurred in real-lifenetworks. The purpose of updating is to avoid re-calculating the values from scratch.To efficiently carry out the update, we consider PageRank to be the expected numberof visits to a target vertex if multiple random walks are performed, starting at eachvertex once and weighing each of these walks by a weight value. Hence, it mightbe looked at as updating a non-normalized PageRank. We focus on networks of treegraphs and propose an approach to sequentially update a scaled adjacency matrix afterevery change, as well as the levels of the vertices. In this way, we can update thePageRank of affected vertices by their corresponding levels.

Place, publisher, year, edition, pages
John Wiley & Sons, Inc. Hoboken, NJ, USA , 2021. Vol. 7, p. 3-22
Series
Big Data, Artificial Intelligence and Data Analysis Set coordinated by Jacques Janssen ; 7
National Category
Computational Mathematics Probability Theory and Statistics
Research subject
Mathematics/Applied Mathematics
Identifiers
URN: urn:nbn:se:mdh:diva-56063DOI: 10.1002/9781119821588.ch1Scopus ID: 2-s2.0-85148073461ISBN: 978-1-786-30673-9 (print)ISBN: 978-1-119-82156-4 (electronic)OAI: oai:DiVA.org:mdh-56063DiVA, id: diva2:1599476
Funder
Sida - Swedish International Development Cooperation AgencyAvailable from: 2021-09-30 Created: 2021-09-30 Last updated: 2023-03-01Bibliographically approved

Open Access in DiVA

No full text in DiVA

Other links

Publisher's full textScopushttps://www.wiley.com/en-ag/Applied+Modeling+Techniques+and+Data+Analysis+1%3A+Computational+Data+Analysis+Methods+and+Tools-p-9781119821564

Authority records

Abola, BenardBiganda, PitosEngström, ChristopherSilvestrov, Sergei

Search in DiVA

By author/editor
Abola, BenardBiganda, PitosEngström, ChristopherSilvestrov, Sergei
By organisation
Educational Sciences and Mathematics
Computational MathematicsProbability Theory and Statistics

Search outside of DiVA

GoogleGoogle Scholar

doi
isbn
urn-nbn

Altmetric score

doi
isbn
urn-nbn
Total: 811 hits
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf