Improved Instance Selection Methods for Support Vector Machine Speed Optimization

Table 9

Statistical analysis, classification speed.

Technique	Number of samples	Standard variation	-test values ()
EISA versus PSC	10	1.8080	−537.22
EISA versus DROP 3	10	1.8080	5748.10
EISA versus DROP 5	10	1.8080	3026.32
EISA versus GCNN	10	1.8080	−258.14
EISA versus POCNN	10	1.8080	0.2591
FFA versus PSC	10	0.5671	3.130
FFA versus DROP 3	10	0.5671	20682.17
FFA versus DROP 5	10	0.5671	12004.72
FFA versus GCNN	10	0.5671	1533.35
FFA versus POCNN	10	0.5671	3688.67
FFA_Clus versus PSC	10	0.5691	593.00
FFA_Clus versus DROP 3	10	0.5691	20561.13
FFA_Clus versus DROP 5	10	0.5691	11914.19
FFA_Clus versus GCNN	10	0.5691	1479.62
FFA_Clus versus POCNN	10	0.5691	3627.37