• DocumentCode
    2569773
  • Title

    Modelling learners´ understanding through node-link analysis and scoring

  • Author

    Lajis, Adidah ; Aziz, Normaziah Abdul

  • Author_Institution
    Malaysian Inst. of Inf. Technol., Univ. Kuala Lumpur, Kuala Lumpur, Malaysia
  • fYear
    2010
  • fDate
    13-14 Dec. 2010
  • Abstract
    Assessment is an important component of learning and it also noted that many examinations make heavily used of short answers. This assessment can be a tedious task. This research work proposed a technique that models the teacher´s and learner´s knowledge to evaluate short free text answer. It is based on a hybrid approach that combines natural language processing, a node-link as a representation technique and the application of information theory in the measurement of learners´ understanding. Pearson correlation and exact-and-adjacent agreement have been used as a measurement instrument. Results show that the proposed technique can be applied for the assessment of learners´ understanding in tertiary and school level for computer science and science domain.
  • Keywords
    correlation methods; educational administrative data processing; information theory; natural language processing; statistical analysis; text analysis; Pearson correlation; computer-based assessment tool; exact-and-adjacent agreement; examination; information theory; learner knowledge; learner understanding; learning; measurement instrument; natural language processing; node-link analysis; scoring; short free text answer; teacher knowledge; Benchmark testing; Computers; Correlation; Educational institutions; computer-based assessment tool; node link analysis; short free text answers;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information and Communication Technology for the Muslim World (ICT4M), 2010 International Conference on
  • Conference_Location
    Jakarta
  • Print_ISBN
    978-1-4244-7920-7
  • Electronic_ISBN
    978-1-4244-7922-1
  • Type

    conf

  • DOI
    10.1109/ICT4M.2010.5971878
  • Filename
    5971878