A summary of the results of the CTU and AIT predictions
using the Decision Tree (DT) and Bayesian Network (BN)
algorithms is shown in Table VII. Tables VIII through XII
show the detailed results from the Decision Tree predictions
for each 4-, 3-, and 2-classes. The CTU prediction is for the
CGPA of undergraduate students at the end of their 3rd year
given data from the end of their 2nd year, and the AIT
prediction is for Masters students at the end of their 1st year
given their admissions information. The accuracy of the
prediction is evaluated using Cross-Validation with 10 folds.
The results for CTU and AIT in Tables VII through XII are
shown with both the original data and the resampled data. The
purpose and technique for resampling is explained in the next
section.