• DocumentCode
    3708656
  • Title

    Employing natural language processing to analyse grammatical error in a simple Japanese sentence

  • Author

    Aji Nugraha Santosa Kasmaji;Ayu Purwarianti

  • Author_Institution
    Teknik Informatika, Institut Teknologi Bandung. Bandung, Indonesia
  • fYear
    2015
  • Firstpage
    82
  • Lastpage
    86
  • Abstract
    This paper presents our research in building an error analysis system that is used to help the language learning process, especially in writing a Japanese sentence with correct grammar. The grammar of the Japanese input is evaluated by the system using several natural language processing (NLP) tools. Type of grammatical errors that can be analysed by the system are writing error, particle usage error, sentence formation error, predicate usage error, and relevance error. The NLP tools used are morphemes analyzer and syntax analyzer, with some other specific modules to process the NLP tools result. The system evaluation is divided into sentence´s completeness evaluation, tree structure evaluation, and grammatical function evaluation. Given a Japanese sentence input, the system detects the errors, analyses the cause of the errors, and finally gives instructions to the user about how to correct the sentence. By using 264 input sentences collected for the system evaluation, system achieved an accuracy of 80.30% in giving the fully relevant responses. The user experience´s evaluation involves 12 respondents and gives the average score of 73.09 out of 100.
  • Keywords
    "Natural language processing","Error analysis","Syntactics","Grammar","Data structures","Informatics"
  • Publisher
    ieee
  • Conference_Titel
    Electrical Engineering and Informatics (ICEEI), 2015 International Conference on
  • Print_ISBN
    978-1-4673-6778-3
  • Electronic_ISBN
    2155-6830
  • Type

    conf

  • DOI
    10.1109/ICEEI.2015.7352474
  • Filename
    7352474