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 | 0.77 | 0.59 | 0.86 | 0.64 |
Naive Bayes | 0.75 | 0.63 | 0.82 | 0.64 |
Neural Network | 0.83 | 0.78 | 0.86 | 0.76 |
kNN | 0.77 | 0.67 | 0.82 | 0.67 |
Random Forest | 0.78 | 0.67 | 0.84 | 0.68 |
SVM | 0.75 | 0.44 | 0.92 | 0.56 |