个性化学习实验室之使用IRT模型诊断学生知识点掌握程度

    xiaoxiao2021-03-25  80

    数据准备

    1.Fraction Subtraction Data 数据描述:

    536个学生做20道关于分数减法的响应数据集

    20道题涉及的8个知识点:

    alpha1 convert a whole number to a fraction, alpha2 separate a whole number from a fraction, alpha3 simplify before subtracting, alpha4 find a common denominator, alpha5 borrow from whole number part, alpha6 column borrow to subtract the second numerator from the first, alpha7 subtract numerators, alpha8 reduce answers to simplest form

    20道题题目描述:

    Q-matrix:

    解释:如item1,即题目1涉及的知识点为alpha4,alpha6,alpha7,对应的实际考察的知识点为: find a common denominator, column borrow to subtract the second numerator from the first, subtract numerators

    2.TIMSS 2003 数据描述:

    2003年8年级的数学测试

    涉及了23道题,考察了15个知识点

    Q-matrix:

    wait to continue。。。 Reference: - DeCarlo, Lawrence T. “On the analysis of fraction subtraction data: The DINA model, classification, latent class sizes, and the Q-matrix.” Applied Psychological Measurement (2010). 分数减法数据来源 - Su, Y.-L., Choi, K. M., Lee, W.-C., Choi, T., & McAninch, M. (2013). Hierarchical cognitive diagnostic analysis for TIMSS 2003 mathematics. CASMA Research Report 35. Center for Advanced Studies in Measurement and Assessment (CASMA), University of Iowa. TIMSS Dataset (介绍了DINA、DINO模型)

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