Student Enrollment and Teacher Statistics Forecasting Based on Time-Series Analysis

Table 2

Training results of GRIDSVR, PSOSVR, and WOASVR under selected parameters (teachers).

Number of teachers	C			ε			σ
	GRIDSVR	PSOSVR	WOASVR	GRIDSVR	PSOVR	WOASVR	GRIDSVR	PSOSVR	WOASVR
Primary school-public	1024.00	1585.32	4096.00	0.0156	0.2352	0.1458	0.0313	0.0012	0.0111
Primary school-private	512.00	11688.09	388640.22	0.1250	0.0089	0.1053	0.0156	0.0432	0.0056
Secondary school-public	1024.00	39199.21	241867.33	0.0078	0.0273	0.0111	0.0078	0.3034	0.0768
Secondary school-private	16.00	69.35	62.58	1.0000	0.3033	0.2433	0.0313	0.3931	0.1938
High school-public	256.00	97122.75	94308.38	0.0313	0.0079	0.0083	0.0039	0.1453	0.1694
High school-private	1024.00	8192.00	8183.06	0.0156	0.0125	0.0185	0.0039	0.0111	0.0253
University-public	16.00	8447.03	7563.32	0.2500	0.3330	0.1712	0.0156	0.0042	0.8350
University-private	4.00	2072.83	1955.08	1.0000	0.8612	0.6734	0.0039	0.0137	0.0132

GRIDSVR, grid search support vector regression; PSOSVR, particle swarm optimization support vector regression; WOASVR, whale optimization algorithm support vector regression; C, penalty factor; ε, epsilon; σ, sigma.