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

Table 1

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

Number of students	C			ε			σ
	GRIDSVR	PSOSVR	WOASVR	GRIDSVR	PSOVR	WOASVR	GRIDSVR	PSOSVR	WOASVR
Primary school-public	512.00	629793.30	1825063.86	0.0312	0.0261	0.0383	0.0156	0.0047	0.0538
Primary school-private	128.00	93053.61	135594.15	0.1250	0.0227	0.0120	0.0156	0.0254	0.0372
Secondary school-public	256.00	2605425.88	2203505.62	0.0039	0.2257	0.2134	0.0039	0.0157	0.0005
Secondary school-private	2.00	64931.66	55942.95	0.0039	0.0079	0.1100	0.0312	0.0604	0.0345
High school-public	64.00	122065.09	161139.26	0.2500	0.0214	0.0161	0.0039	0.0100	0.0026
High school-private	512.00	1573376.00	66764.71	0.0625	0.6250	0.0952	0.0078	0.0020	0.7245
University-public	512.00	232923.95	67587.11	0.0312	0.1108	0.0878	0.0039	0.0035	0.0059
University-private	512.00	74970.22	24053.28	0.2500	0.1617	0.0227	0.0039	0.0062	0.0157

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.