• DocumentCode
    1801857
  • Title

    Neural networks based attribute hierarchy method in cognitive diagnosis

  • Author

    Jun Wang ; Jiayuan Yu

  • Author_Institution
    Department of Psychology, Nanjing Normal University, China
  • fYear
    2013
  • fDate
    1-8 Jan. 2013
  • Firstpage
    1
  • Lastpage
    3
  • Abstract
    The neural networks based attribute hierarchy method (NN-AHM) is promoted in this study, it could be applied in cognitive diagnosis. AHM could classify examinees´ responses into a set of attribute mastery patterns. Very large sample is needed for AHM, and it is hard to describe the examinee master degree for each attribution. The generalized regression neural network is used in this study to estimate the attribute probabilities in small sample to provide information about the examinee´s attribute-mastery level.
  • Keywords
    Artificial neural networks; Educational institutions; Electronic mail; Pattern recognition; Psychology; Vectors; Attribute hierarchy method; cognitive diagnosis; neural network; psychological measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Conference Anthology, IEEE
  • Conference_Location
    China
  • Type

    conf

  • DOI
    10.1109/ANTHOLOGY.2013.6784812
  • Filename
    6784812