Linear Support Vector Machines for Prediction of Student Performance in School-Based Education

Table 2

The linear SVM results versus 10 benchmarked algorithms.

	FDT	CDT	MDT	LR	GNB	KNB	QSVM	CSVM	FGSVN	MGSVM	LSVM
Accuracy (%)	83.7	75.2	82.4	89.4	68.4	67.8	90	85.7	70.2	89.5	90.1
TMC	163	248	176	—	316	322	100	143	298	105	99
PS (obs/sec)	49000	52000	54000	21000	41000	11000	54000	46000	42000	47000	54000
TT (sec)	0.936	0.213	0.220	1.465	0.385	0.735	0.598	1.336	0.400	0.306	0.509