Developing Multiagent E-Learning System-Based Machine Learning and Feature Selection Techniques

Table 3

The results of cross-validation and testing by applying classifiers to full features.

Model	Cross-validation performance				Testing performance
	A	P	R	F	A	P	R	F
DT	82.77	82.75	82.74	82.74	80.81	80.82	80.81	80.81
KNN	83.74	84.21	83.74	83.74	82.23	82.51	82.23	82.24
NB	69.79	71.09	69.79	68.89	69.44	70.72	69.44	68.51
LR	80.4	80.5	80.4	80.34	80.34	80.39	80.34	80.28
RF	88.14	88.51	88.12	88.15	86.88	87.21	86.88	86.89

The highest values and low values are represented as bold values.