From: Using learning analytics to develop early-warning system for at-risk students
Algorithm | Accuracy | Sensitivity | Specificity | F-Measure |
---|---|---|---|---|
Classification Tree | 0.65 | 0.48 | 0.73 | 0.49 |
CN2 Rules | 0.66 | 0.52 | 0.73 | 0.52 |
Naive Bayes | 0.74 | 0.63 | 0.80 | 0.63 |
Neural Network | 0.82 | 0.67 | 0.90 | 0.72 |
kNN | 0.76 | 0.67 | 0.82 | 0.67 |
Random Forest | 0.75 | 0.56 | 0.86 | 0.61 |
SVM | 0.80 | 0.59 | 0.92 | 0.68 |