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Generalisation of the Damping Factor in PageRank for Weighted Networks
Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics. (Mathematics and Applied Mathematics)ORCID iD: 0000-0002-1624-5147
Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics. (Mathematics and Applied Mathematics)ORCID iD: 0000-0003-4554-6528
2014 (English)In: Modern Problems in Insurance Mathematics / [ed] Silvestrov, Dmitrii; Martin-Löf, Anders, Springer International Publishing , 2014, 313-333 p.Chapter in book (Refereed)
Abstract [en]

In this article we will look at the PageRank algorithm used to rank nodes in a network. While the method was originally used by Brin and Page to rank home pages in order of “importance”, since then many similar methods have been used for other networks such as financial or P2P networks. We will work with a non-normalised version of the usual PageRank definition which we will then generalise to enable better options, such as adapting the method or allowing more types of data. We will show what kind of effects the new options creates using examples as well as giving some thoughts on what it can be used for. We will also take a brief look at how adding new connections between otherwise unconnected networks can change the ranking.

Place, publisher, year, edition, pages
Springer International Publishing , 2014. 313-333 p.
Series
EAA Series, ISSN 1869-6929
National Category
Mathematics Probability Theory and Statistics
Research subject
Mathematics/Applied Mathematics
Identifiers
URN: urn:nbn:se:mdh:diva-27268DOI: 10.1007/978-3-319-06653-0_19ISBN: 978-3-319-06652-3 (print)ISBN: 978-3-319-06653-0 (print)OAI: oai:DiVA.org:mdh-27268DiVA: diva2:775381
Available from: 2015-01-02 Created: 2015-01-02 Last updated: 2015-01-05Bibliographically approved

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Publisher's full texthttp://dx.doi.org/10.1007/978-3-319-06653-0_19

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CiteExportLink to record
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Citation style
  • apa
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More languages
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