Table 9 Dataset 1 and 2 with latest chosen attributes type, that records the highest accuracy and kappa results
From: Prediction of Student’s performance by modelling small dataset size
Dataset2 | Dataset1 | ||||||
|---|---|---|---|---|---|---|---|
Classifications Algorithms | Accuracy | Kappa | Attribute Type | Classifications Algorithms | Accuracy | Kappa | Attribute Type |
MLP - ANN | 60.5% | 0.0% | Numeric | MLP - ANN | 58.1% | 0.0% | Nominal |
LDA | 71.1% | 44.7% | Numeric | LDA | 63.2% | 35.1% | Nominal |
NB | 71.1% | 37.4% | Nominal | NB | 58.1% | 0.0% | Nominal |
SVM | 76.3% | 37.4% | Nominal | SVM | 69.7% | 41.7% | Nominal |
KNN | 65.8% | 37.4% | Nominal | KNN | 56.4% | 5.1% | Nominal |