Improved Instance Selection Methods for Support Vector Machine Speed Optimization
Table 5
Result for EISA.
Total email
APA (%)
GB
FP (%)
FN (%)
(%)
Pr (%)
FM (%)
(sec)
4000
100
99.50
100
0.03
3.80
96.20
99.80
97.89
130.69
4000
150
99.90
100
0.11
0.00
100
99.24
99.61
199.61
4000
200
99.90
100
0.11
0.00
100
99.24
99.61
231.91
4000
250
99.98
100
0.03
0.00
100
99.80
99.90
184.35
4000
300
100
100
0.00
0.00
100
100
100
191.62
4000
350
100
100
0.00
0.00
100
100
100
228.55
4000
400
100
100
0.00
0.00
100
100
100
269.39
Key: NFF: number of fireflies, NI: number of instances, GB: global best, APA: average prediction accuracy, FP: false positive, FN: false negative, : recall, Pr: precision, FM: -measure, and : time.
