Table IV. Total Training and Testing Time (s) of the Different Algorithms.

DATA	SVM	LGC	LapRLS	LapSVMp	NYS-LGC	NFI	ANCHOR	PVM(SQR)	PVM(HINGE)
G241C	0.54	140.84	129.86	33.47	0.86	0.48	11.75	3.30	3.19
G241D	0.55	129.78	142.65	11.95	0.84	0.49	12.33	3.31	3.16
DIGIT1	0.57	140.51	131.08	7.72	0.84	0.48	12.79	3.31	3.15
USPS	0.48	139.23	131.59	21.35	0.74	0.47	12.89	3.28	3.14
COIL2	0.57	151.36	120.48	14.57	0.87	0.48	11.51	3.26	3.47
COIL	1.58	146.92	115.22	31.54	0.79	0.49	13.01	3.35	3.51
BCI	0.08	3.08	1.94	1.12	0.53	0.22	5.89	0.71	1.09
TEXT	25.6	139.67	216.37	59.27	9.14	13.26	47.54	30.24	34.24
SPLICE	1.69	1622.51	1439.51	33.12	2.49	0.83	23.71	4.87	4.24
SEGMENT	4.51	1319.67	1389.80	69.71	1.96	31.67	7.15	6.13	8.81
DNA	2.85	1566.91	1463.75	368.91	3.07	1.22	52.91	8.92	7.57
SVMGD1A	2.71	–	–	1129.44	3.22	1.66	69.21	8.06	5.38
USPS-FULL	19.46	–	–	8920.13	3.96	2.87	125.70	22.48	28.21
SATIMAGE	8.90	–	–	2671.56	3.34	2.57	189.56	11.56	14.32