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. 2016 Sep 24;40(8):608–624. doi: 10.1177/0146621616665196

Table 2.

The ACCR and PCCR for Eight Algorithms in Various Item Banks and Test Lengths.

Test length Item quality Selection algorithms ACCR
PCCR Difference
A1 A2 A3 A4 A5
5 High KL 0.581 0.964 0.548 0.897 0.562 0.144
ACDI 0.720 0.989 0.492 0.941 0.492 0.187
CDI 0.503 0.989 0.939 0.939 0.491 0.245
PWKL 0.805 0.942 0.881 0.923 0.900 0.619
MI 0.942 0.945 0.925 0.948 0.926 0.774 0.155
MPWKL 0.921 0.943 0.916 0.923 0.904 0.772 0.153
PWACDI 0.911 0.943 0.915 0.923 0.889 0.773 0.154
PWCDI 0.923 0.943 0.917 0.923 0.906 0.773 0.154
Low KL 0.571 0.943 0.587 0.845 0.539 0.158
ACDI 0.690 0.967 0.492 0.887 0.491 0.193
CDI 0.504 0.966 0.888 0.889 0.491 0.238
PWKL 0.762 0.875 0.835 0.867 0.835 0.512
MI 0.887 0.888 0.846 0.894 0.866 0.627 0.115
MPWKL 0.852 0.891 0.859 0.857 0.824 0.621 0.109
PWACDI 0.838 0.892 0.856 0.856 0.811 0.635 0.123
PWCDI 0.852 0.892 0.857 0.856 0.826 0.611 0.099
10 High KL 0.591 0.989 0.753 0.928 0.842 0.337
ACDI 0.719 0.991 0.937 0.947 0.714 0.534
CDI 0.939 0.992 0.939 0.933 0.924 0.771
PWKL 0.997 0.981 0.977 0.980 0.971 0.909
MI 0.981 0.973 0.967 0.978 0.976 0.900 −0.09
MPWKL 0.983 0.984 0.984 0.980 0.974 0.928 0.019
PWACDI 0.976 0.980 0.978 0.971 0.972 0.921 0.012
PWCDI 0.983 0.983 0.984 0.979 0.973 0.926 0.017
Low KL 0.578 0.981 0.825 0.9 0.655 0.277
ACDI 0.688 0.972 0.883 0.891 0.685 0.460
CDI 0.877 0.966 0.885 0.878 0.869 0.618
PWKL 0.935 0.946 0.927 0.939 0.922 0.768
MI 0.933 0.941 0.936 0.944 0.949 0.781 0.013
MPWKL 0.937 0.949 0.944 0.935 0.930 0.798 0.030
PWACDI 0.925 0.939 0.933 0.920 0.928 0.800 0.032
PWCDI 0.938 0.947 0.944 0.936 0.930 0.800 0.032

Note. ACCR = attribute correct classification rate; A = attribute; PCCR = pattern correct classification rate; KL = Kullback–Leibler index method; ACDI = attribute-level cognitive diagnostic model discrimination index; CDI = cognitive diagnostic model discrimination index; PWKL = posterior-weighted Kullback–Leibler information method; MI = mutual information method; MPWKL = modified PWKL; PWACDI = posterior-weighted attribute-level cognitive diagnostic model discrimination index; PWCDI = posterior-weighted cognitive diagnostic model discrimination index.