Student Performance Prediction Using Machine Learning Algorithms

Table 8

Prediction results of all methods after parameter tuning.

Prediction method	Precision	Recall	Accuracy	Kappa statistic
SVM linear	0.9418	0.9843	0.9603	0.9398497
Naïve bayes	0.8918	0.8943	0.8332	0.7428229
Decision tree	0.9018	0.9043	0.9341	0.9004462
KNN	0.8941	0.8984	0.8738	0.7738735