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Exploring The Relat...
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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
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Publisher, publication year, extent ...
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2020-04-17
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John Wiley & Sons, Ltd,2020
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printrdacarrier
Numbers
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LIBRIS-ID:oai:DiVA.org:mdh-51015
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https://urn.kb.se/resolve?urn=urn:nbn:se:mdh:diva-51015URI
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https://doi.org/10.1002/9781119721871.ch3DOI
Supplementary language notes
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Language:English
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Summary in:English
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Classification
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Subject category:ref swepub-contenttype
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Subject category:kap swepub-publicationtype
Notes
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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.
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Abola, Benard,1971-Mälardalens högskola,Utbildningsvetenskap och Matematik,Department of Mathematics, School of Physical Sciences, Makerere University, Kampala, Uganda,MAM(Swepub:mdh)baa01
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Engström, Christopher,1987-Mälardalens högskola,Utbildningsvetenskap och Matematik,MAM(Swepub:mdh)cem02
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Mango, John MageroDepartment of Mathematics, Makerere University, Uganda
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Kakuba, GodwinDepartment of Mathematics, Makerere University, Uganda
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Silvestrov, Sergei,Professor,1970-Mälardalens högskola,Utbildningsvetenskap och Matematik,MAM(Swepub:mdh)ssv01
(author)
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Mälardalens högskolaUtbildningsvetenskap och Matematik
(creator_code:org_t)
Related titles
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In:Data Analysis and Applications 3: John Wiley & Sons, Ltd, s. 53-7397817863053439781119721871
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