Table 7.
Description experiments DB1.
EI | Tree | Dataset | Root/Secondary node | % instances correctly Approved | % instances correctly Reproved | F1 Score | F1 Score Naive Bayes |
---|---|---|---|---|---|---|---|
EI 1 | 1 | Primary | Language/none | 100% | 87.1% | 0.995 | 0.918 |
2 | Secondary | Language/Biology | 99% | 81.2% | 0.954 | 0.871 | |
3 | Middle | Maths/none | 99.8% | 60.3% | 0.975 | 0.874 | |
EI 2 | 4 | Primary | Language/Maths | 95.5% | 88.4% | 0.986 | 0.908 |
5 | Secondary | Maths/Arts | 95.2% | 96.1% | 0.943 | 0.861 | |
6 | Middle | Physics/Biology | 97.1% | 80.5% | 0.969 | 0.857 | |
EI 3 | 7 | Primary | Language/Maths | 97.4% | 86.5% | 0.961 | 0.842 |
8 | Secondary | Language/Biology | 94.3% | 90.7% | 0.954 | 0.871 | |
9 | Middle | Maths/Language | 97.3% | 80% | 0.963 | 0.915 | |
EI 4 | 10 | Primary | Language/Maths | 99.4% | 82.2% | 0.979 | 0.888 |
11 | Secondary | Language/Maths | 95.6% | 90.1% | 0.957 | 0.900 | |
12 | Middle | Natural sciences/Maths | 97.3% | 86.7% | 0.962 | 0.931 |