Ranking Authors on the Web: A Semantic AuthorRank

  • Lule Ahmedi
  • Lavdim Halilaj
  • Gëzim Sejdiu
  • Labinot Bajraktari
Chapter

Abstract

Author ranking is growing in popularity since search engines are considering the author’s reputation of a Web page when generating search results. A question that naturally arises is whether we should rank authors on the Web as we rank Web pages by considering their links. In addition, over what links to actually calculate author ranking? We have adopted an extended FOAF ontology, the so-called Co-AuthorOnto ontology, able to represent authors, but also their co-author links on the Web. We further extended Co-AuthorOnto with PageRank and AuthorRank metrics for ranking authors based on their co-author links. Important to note is that both PageRank and AuthorRank are implemented in Semantic Web Rule Language (SWRL), which represents a novelty and fits well with the semantic modeling of authors and their co-author relationships within FOAF. Preliminary semantic ranking results are demonstrated, showcasing also the huge potential of this ranking approach for adopting it by search engines where our future work will focus.

References

  1. 1.
    Hendler J, Berners-Lee T (2010) From the Semantic Web to social machines: a research challenge for AI. Artif Intell 174(2):156–161CrossRefMathSciNetGoogle Scholar
  2. 2.
    Goldbeck J (2007) The dynamics of Web-based social networks: membership, relationships, and change. First Monday 12(11):1–17Google Scholar
  3. 3.
    Goldbeck J (2005) Web-based social networks: a survey and future directions. Technical report, University of MarylandGoogle Scholar
  4. 4.
    Brickley D, Miller L (2010). FOAF vocabulary specification 0.97. Retrieved 28 June 2010, from http://xmlns.com/foaf/spec/20100101.html
  5. 5.
    Ahmedi L, Abazi-Bexheti L, Kadriu A (2011) A uniform semantic web framework for co-authorship networks. In: IEEE ninth international conference on dependable, autonomic and secure computing, Sydney, pp 958–965Google Scholar
  6. 6.
    Page L, Brin S, Motwani R, Winograd T (1999) The PageRank citation ranking: bringing order to the Web. Stanford InfoLabGoogle Scholar
  7. 7.
    Liu X, Bollen J, Nelson ML, Van de Sompel H (2005) Co-authorship networks in the digital library research community. Inf Process Manage 41(6):1462–1480CrossRefGoogle Scholar
  8. 8.
    Horrocks I, Patel-Schneider PF, Boley H, Tabet S, Grosof B, Dean M. (2004). SWRL: a semantic web rule language combining OWL and RuleML. Retrieved 27 June 2010, from http://www.w3.org/Submission/2004/SUBM-SWRL-20040521/
  9. 9.
    O’Connor M (2010). SWRLLanguageFAQ. Retrieved from http://protege.cim3.net/cgi-bin/wiki.pl?SWRLLanguageFAQ
  10. 10.
    Ding Y, Scharffe F, Harth A, Hogan A (2006) AuthorRank: ranking improvement for the web. In: Proceedings of the international semantic web and web services conference (SWWS’06)Google Scholar
  11. 11.
    Harth A, Decker S (2005) Optimized index structures for querying RDF from the web. In: Proceedings of the third Latin American web congress. IEEE Computer Society, p 71Google Scholar
  12. 12.
    Erétéo G, Buffa M, Gandon F, Corby O. (2009) Analysis of a real online social network using semantic web frameworks. In: Eighth international semantic web conference (ISWC’09). WileyGoogle Scholar
  13. 13.
    De Castro R, Grossman JW (1999) Famous trails to Paul Erdös. Math Intell 21:51–63CrossRefMATHGoogle Scholar
  14. 14.
    Nascimento MA, Sander J, Pound J (2003) Analysis of SIGMOD’s co-authorship graph. SIGMOD Rec 32(3):8–10CrossRefGoogle Scholar
  15. 15.
    The AKT Reference Ontology (2003) Retrieved 23 June 2011, from Advanced Knowledge Technologies. http://www.aktors.org/publications/ontology/
  16. 16.
    Noy N, Rector A (2006). Defining N-ary relations on the semantic web. Retrieved 27 June 2010, from http://www.w3.org/TR/2006/NOTE-swbp-n-aryRelations-20060412/
  17. 17.
    Knublauch H, Fergerson RW, Noy NF, Musen MA (2004). The Protégé OWL Plugin: an open development environment for semantic web applications. In: Third international semantic web conference (ISWC’04.3298). Springer LNCS, pp 229–243Google Scholar
  18. 18.
    McGuinness DL, van Harmelen F (2004). OWL web ontology language overview. Retrieved 27 June 2010, from http://www.w3.org/TR/2004/REC-owl-features-20040210/
  19. 19.
    Carley KM (2001) ORA project. PittsburgGoogle Scholar

Copyright information

© Springer-Verlag Wien 2014

Authors and Affiliations

  • Lule Ahmedi
    • 1
  • Lavdim Halilaj
    • 1
  • Gëzim Sejdiu
    • 1
  • Labinot Bajraktari
    • 1
  1. 1.Faculty of Electrical and Computer EngineeringUniversity of PrishtinaPrishtinaRepublic of Kosovo

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