• DocumentCode
    2762552
  • Title

    Enhanced PIELG: A Protein Interaction Extraction System using a Link Grammar Parser from biomedical abstracts

  • Author

    Seoud, R. A Abul ; Kadah, Y.M.

  • Author_Institution
    Dept. of Comput. Eng., Fayoum Univ., Fayoum
  • fYear
    2008
  • fDate
    18-20 Dec. 2008
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    Due to the ever growing amount of publications about protein-protein interactions, information extraction from text is increasingly recognized as one of crucial technologies in bioinformatics. This paper investigates the effect of adding a new module - Complex Sentence Processor (CSP) - to the PIELG system. PIELG is a Protein Interaction Extraction System using a Link Grammar Parser from biomedical abstracts (PIELG). PIELG uses linkage given by the Link Grammar Parser to start a case based analysis of contents of various syntactic roles as well as their linguistically significant and meaningful combinations. The system uses phrasal-prepositional verbs patterns to overcome preposition combinations problems. The recall and precision are enhanced to 49.33 % and 65.16 % respectively. Experimental evaluations with two other state-of-the-art extraction systems indicate that enhanced PIELG system achieves better performance. The result shows that the performance is remarkably promising.
  • Keywords
    biology computing; grammars; molecular biophysics; proteins; PIELG; bioinformatics; biomedical abstracts; complex sentence processor; link grammar parser; phrasal-prepositional verbs patterns; protein interaction extraction system; Abstracts; Bioinformatics; Biomedical computing; Biomedical engineering; Data mining; Machine learning; Natural language processing; Protein engineering; Systems engineering and theory; Tissue engineering; Interaction extraction; Link Grammar Parser; Natural language processing; protein-protein interaction;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Engineering Conference, 2008. CIBEC 2008. Cairo International
  • Conference_Location
    Cairo
  • Print_ISBN
    978-1-4244-2694-2
  • Electronic_ISBN
    978-1-4244-2695-9
  • Type

    conf

  • DOI
    10.1109/CIBEC.2008.4786045
  • Filename
    4786045