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Novel Version of PageRank, CheiRank and 2DRank for Wikipedia in Multilingual Network Using Social Impact
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In: BIS: International Conference on Business Information Systems ; https://hal.archives-ouvertes.fr/hal-03217697 ; Witold Abramowicz, Gary Klein. BIS: International Conference on Business Information Systems, Springer, pp.319-334, 2020, 23rd International Conference, BIS 2020, Colorado Springs, CO, USA, June 8–10, 2020, Proceedings, 978-3-030-53337-3. ⟨10.1007/978-3-030-53337-3_24⟩ (2020)
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Abstract:
International audience ; Nowadays, information describing navigation behaviour of internet users are used in several fields, e-commerce, economy, sociology and data science. Such information can be extracted from different knowledge bases, including business-oriented ones. In this paper, we propose a new model for the PageRank, CheiRank and 2DRank algorithm based on the use of clickstream and pageviews data in the google matrix construction. We used data from Wikipedia and analysed links between over 20 million articles from 11 language editions. We extracted over 1.4 billion source-destination pairs of articles from SQL dumps and more than 700 million pairs from XML dumps. Additionally, we unified the pairs based on the analysis of redirect pages and removed all duplicates. Moreover, we also created a bigger network of Wikipedia articles based on all considered language versions and obtained multilingual measures. Based on real data, we discussed the difference between standard PageRank, Cheirank, 2DRank and measures obtained based on our approach in separate languages and multilingual network of Wikipedia.
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Keyword:
[INFO.INFO-SI]Computer Science [cs]/Social and Information Networks [cs.SI]; Centrality measures; CheiRank; Clickstream; Google matrix; PageRank; Pageviews; Wikipedia
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URL: https://doi.org/10.1007/978-3-030-53337-3_24
https://hal.archives-ouvertes.fr/hal-03217697
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| 4 |
L’autorité sans l'auteur : l’économie documentaire du web selon Google
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In: Communication & langages, N 192, 2, 2017-12-19, pp.47-65 (2017)
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| 5 |
Le pouvoir normatif de Google. Analyse de l’influence du moteur sur les pratiques des éditeurs
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In: Communication & langages, N 188, 2, 2016-06-01, pp.85-99 (2016)
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| 6 |
A Social Network Analysis of an Introductory Calculus-based Physics Class with Comparisons of Traditional and Non-Traditional Students, FCI Scores, and Network Centralities
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In: Browse all Theses and Dissertations (2016)
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| 7 |
Learning Resource Recommendation: An Orchestration of Content-Based Filtering, Word Semantic Similarity and Page Ranking
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In: Lecture Notes in Computer Science ; EC-TEL 2014 : 9th European Conference on Technology Enhanced Learning ; https://hal.inria.fr/hal-01109258 ; EC-TEL 2014 : 9th European Conference on Technology Enhanced Learning, European Association of Technology Enhanced Learning, Sep 2014, Gratz, Austria. pp.302-316, ⟨10.1007/978-3-319-11200-8_23⟩ (2014)
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| 8 |
Ranking hubs and authorities using matrix functions
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In: http://www.mathcs.emory.edu/%7Ebenzi/Web_papers/rankinghubs.pdf (2013)
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| 9 |
Highlighting entanglement of cultures via ranking of multilingual Wikipedia articles
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In: ISSN: 1932-6203 ; EISSN: 1932-6203 ; PLoS ONE ; https://hal.archives-ouvertes.fr/hal-00871088 ; PLoS ONE, Public Library of Science, 2013, 8(10), pp.e74554. ⟨10.1371/journal.pone.0074554⟩ (2013)
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| 10 |
Google matrix analysis of DNA sequences
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In: ISSN: 1932-6203 ; EISSN: 1932-6203 ; PLoS ONE ; https://hal.archives-ouvertes.fr/hal-00772069 ; PLoS ONE, Public Library of Science, 2013, 8(5), pp.e61519. ⟨10.1371/journal.pone.0061519⟩ (2013)
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| 13 |
Random Walk on WordNet to Measure Lexical Semantic Relatedness
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In: http://www.d.umn.edu/~tpederse/Pubs/yanbo-report.pdf (2011)
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| 14 |
Y.: RELIN: Relatedness and Informativeness-Based Centrality for Entity Summarization
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In: http://iswc2011.semanticweb.org/fileadmin/iswc/Papers/Research_Paper/09/70310113.pdf (2011)
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| 15 |
The Value of Everything: Ranking and Association with Encyclopedic Knowledge
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| 16 |
PageRank on Semantic Networks, with Application to Word Sense Disambiguation
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In: Twentieth International Conference on Computational Linguistics (COLING), 2004, Geneva, Switzerland (2004)
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| 17 |
Topic-sensitive PageRank
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In: http://cs.wellesley.edu/~cs315/Papers/Haveliwala_TopicSensitivePR.pdf (2002)
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| 18 |
AN ALGORITHM FOR DETERMINING ISOMORPHISM USING LEXICOGRAPHIC SORTING AND THE MATRIX INVERSE
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In: http://www.chris-augeri.com/docs/pubs_files/Congressus_IsoRank_preprint.pdf
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| 19 |
Propagation de signatures lexicales dans le graphe du Web Propagation of lexical signatures in the Web graph.
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In: http://cui.unige.ch/tcs/cours/algoweb/2006/articles/LexRank.pdf
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| 20 |
Ranking Hubs and Authorities Using Matrix Functions
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In: http://www.mathcs.emory.edu/~benzi/Web_papers/rankinghubs.pdf
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