• DocumentCode
    3142289
  • Title

    Automatic extraction of historical transition in researchers and research topics

  • Author

    Hori, Sanako ; Murata, Masaki ; Tokuhisa, Masato ; Ma, Qing

  • Author_Institution
    Grad. Sch. of Eng., Tottori Univ., Tottori, Japan
  • fYear
    2011
  • fDate
    27-29 Nov. 2011
  • Firstpage
    296
  • Lastpage
    299
  • Abstract
    It is necessary for a researcher to know historical transition in researchers and research topics. Although Web search engines can be used for obtaining such information, collecting the information across a long time period is difficult and laborious. Thus, we proposed a method for automatically extracting historical transition in researchers and research topics by using co-occurrence information. We used an original method in which a concept that co-occurred more often with a certain concept X near the time when the concept X was generated was more likely to be the root of the concept X. We compared our method with the previous method proposed by Kawanaka et al., where transition information on concepts was automatically extracted by analyzing tags that describe concepts in social bookmarks, and we confirmed that our method outperformed their method. The accuracies of the extracted transition information in researchers and research topics in our method were 0.66 and 0.65 respectively, whereas the corresponding accuracies in Kawanaka et al.´s method were 0.25 and 0.61.
  • Keywords
    information retrieval; research and development; search engines; social networking (online); Web search engines; automatic historical transition extraction; research topics; researchers; social bookmarks; transition information; Accuracy; Bismuth; Data mining; Educational institutions; Mutual information; Natural language processing; Probability; automatic; co-occurrence information; derivation; estimation; senior junior relation; transition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Natural Language Processing andKnowledge Engineering (NLP-KE), 2011 7th International Conference on
  • Conference_Location
    Tokushima
  • Print_ISBN
    978-1-61284-729-0
  • Type

    conf

  • DOI
    10.1109/NLPKE.2011.6138212
  • Filename
    6138212