• DocumentCode
    1241484
  • Title

    A Relation-Based Page Rank Algorithm for Semantic Web Search Engines

  • Author

    Lamberti, Fabrizio ; Sanna, Andrea ; Demartini, Claudio

  • Author_Institution
    Dipt. di Autom. ed Inf., Politec. di Torino, Torino
  • Volume
    21
  • Issue
    1
  • fYear
    2009
  • Firstpage
    123
  • Lastpage
    136
  • Abstract
    With the tremendous growth of information available to end users through the Web, search engines come to play ever a more critical role. Nevertheless, because of their general-purpose approach, it is always less uncommon that obtained result sets provide a burden of useless pages. The next-generation Web architecture, represented by the Semantic Web, provides the layered architecture possibly allowing overcoming this limitation. Several search engines have been proposed, which allow increasing information retrieval accuracy by exploiting a key content of semantic Web resources, that is, relations. However, in order to rank results, most of the existing solutions need to work on the whole annotated knowledge base. In this paper, we propose a relation-based page rank algorithm to be used in conjunction with semantic Web search engines that simply relies on information that could be extracted from user queries and on annotated resources. Relevance is measured as the probability that a retrieved resource actually contains those relations whose existence was assumed by the user at the time of query definition.
  • Keywords
    information resources; query formulation; search engines; semantic Web; information retrieval accuracy; knowledge retrieval; next-generation Web architecture; relation-based page rank algorithm; semantic Web resources; semantic Web search engines; user query extraction; Intelligent Web Services and Semantic Web; Knowledge retrieval; Query formulation; Search process;
  • fLanguage
    English
  • Journal_Title
    Knowledge and Data Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1041-4347
  • Type

    jour

  • DOI
    10.1109/TKDE.2008.113
  • Filename
    4538222