Student Performance Prediction Using Machine Learning Algorithms

Table 7

Prediction results of all methods before parameter tuning.

Prediction method	Precision	Recall	Accuracy	Kappa statistic
SVM linear	0.9402	0.9789	0.9541	0.9305368
Naïve bayes	0.8186	0.8943	0.7738	0.6545808
Decision tree	0.8890	0.8784	0.9099	0.8632813
KNN	0.8441	0.8584	0.8538	0.8232813