From: Using learning analytics to develop early-warning system for at-risk students
Algorithm | Accuracy | Sensitivity | Specificity | F-Measure |
---|---|---|---|---|
Classification Tree | 0.75 | 0.56 | 0.86 | 0.61 |
CN2 Rules | 0.75 | 0.52 | 0.88 | 0.60 |
Naive Bayes | 0.74 | 0.63 | 0.80 | 0.63 |
Neural Network | 0.83 | 0.74 | 0.88 | 0.75 |
kNN | 0.73 | 0.63 | 0.78 | 0.62 |
Random Forest | 0.79 | 0.63 | 0.88 | 0.68 |
SVM | 0.78 | 0.37 | 1.00 | 0.54 |