Skip to main content

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