From: Using learning analytics to develop early-warning system for at-risk students
Algorithm | Accuracy | Sensitivity | Specificity | F-Measure |
---|---|---|---|---|
Classification Tree | 0.79 | 0.81 | 0.78 | 0.73 |
CN2 Rules | 0.86 | 0.85 | 0.86 | 0.81 |
Naive Bayes | 0.76 | 0.74 | 0.78 | 0.69 |
Neural Network | 0.80 | 0.74 | 0.84 | 0.73 |
kNN | 0.86 | 0.89 | 0.84 | 0.81 |
Random Forest | 0.78 | 0.74 | 0.80 | 0.70 |
SVM | 0.78 | 0.59 | 0.88 | 0.65 |