• DocumentCode
    1819646
  • Title

    Normalization of Gene/Protein Names in Biological Literatures using Vector-Space Model

  • Author

    Joon-Ho Lim ; Hyunchul Jang ; Jaesoo Lim ; Soo-Jun Park

  • Author_Institution
    Electron. & Telecommun. Res. Inst., Daejeon
  • fYear
    2007
  • fDate
    22-26 Aug. 2007
  • Firstpage
    390
  • Lastpage
    393
  • Abstract
    As the number of biological literatures grows exponentially, needs for text mining system are increased. In text mining area, normalization is mapping gene/protein names to a database. It is necessary to combine extracted information from various literatures and to curate a database or an ontology using literatures. Previous normalization researches used direct comparison methods between a database and literatures, but it is weak to extremely variational gene/protein names in literatures. Therefore, in this paper, we propose a normalization method using vector-space model. For each gene/protein name, we rank identifiers using vector-space model, and find the most similar identifier with the name. Experimental result shows the proposed method has 70.7% f-measure.
  • Keywords
    biochemistry; biology computing; data mining; genetics; molecular biophysics; ontologies (artificial intelligence); pattern recognition; proteins; text analysis; vectors; biological literatures; gene names; normalization method; ontology; protein names; text mining system; vector-space model; Biological system modeling; Data mining; Dictionaries; Humans; Learning systems; Noise measurement; Ontologies; Proteins; Relational databases; Text mining; Abstracting and Indexing as Topic; Databases, Genetic; Genes; Models, Theoretical; Proteins; Terminology as Topic;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
  • Conference_Location
    Lyon
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-0787-3
  • Type

    conf

  • DOI
    10.1109/IEMBS.2007.4352306
  • Filename
    4352306