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- Biganda, Pitos,1981-Mälardalens högskola,Utbildningsvetenskap och Matematik,Department of Mathematics, College of Natural and Applied Sciences, University of Dar es Salaam,Tanzania,MAM (author)
Exploring The Relationship Between Ordinary PageRank, Lazy PageRank and Random Walk with Backstep PageRank for Different Graph Structures
- Article/chapterEnglish2020
Publisher, publication year, extent ...
- 2020-04-17
- John Wiley & Sons, Ltd,2020
- printrdacarrier
Numbers
- LIBRIS-ID:oai:DiVA.org:mdh-51015
- https://urn.kb.se/resolve?urn=urn:nbn:se:mdh:diva-51015URI
- https://doi.org/10.1002/9781119721871.ch3DOI
Supplementary language notes
- Language:English
- Summary in:English
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- SwePubSwePub
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Notes
- PageRank is an algorithm for ranking web pages. It is the first and best known webgraph-based algorithm in the Google search engine. The algorithm is simple, robust and reliable to measure the importance of web pages. This chapter presents a comparative review of three variants of PageRank, namely ordinary PageRank (introduced by Brin and Page as a measure of importance of a web page), lazy PageRank and random walk with backstep PageRank. It compares the variants in terms of their convergence and consistency in rank scores for different graph structures with reference to PageRank’s parameters, damping factor and backstep parameter. The chapter also shows that ordinary PageRank can be formulated from the other two variants by some proportionality relationships.
Subject headings and genre
- NATURVETENSKAP Matematik Sannolikhetsteori och statistik hsv//swe
- NATURAL SCIENCES Mathematics Probability Theory and Statistics hsv//eng
- backstep parameter
- graph structure
- lazy PageRank
- ordinary PageRank
- random walk PageRank
- web page
- Mathematics/Applied Mathematics
- matematik/tillämpad matematik
Added entries (persons, corporate bodies, meetings, titles ...)
- Abola, Benard,1971-Mälardalens högskola,Utbildningsvetenskap och Matematik,Department of Mathematics, School of Physical Sciences, Makerere University, Kampala, Uganda,MAM(Swepub:mdh)baa01 (author)
- Engström, Christopher,1987-Mälardalens högskola,Utbildningsvetenskap och Matematik,MAM(Swepub:mdh)cem02 (author)
- Mango, John MageroDepartment of Mathematics, Makerere University, Uganda (author)
- Kakuba, GodwinDepartment of Mathematics, Makerere University, Uganda (author)
- Silvestrov, Sergei,Professor,1970-Mälardalens högskola,Utbildningsvetenskap och Matematik,MAM(Swepub:mdh)ssv01 (author)
- Mälardalens högskolaUtbildningsvetenskap och Matematik (creator_code:org_t)
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- In:Data Analysis and Applications 3: John Wiley & Sons, Ltd, s. 53-7397817863053439781119721871
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