Improved Instance Selection Methods for Support Vector Machine Speed Optimization

Table 1

Result for technique proposed by Panda et al. [1].

Number of instances in subset		Average prediction accuracy	FP (%)	FN (%)	Time (s)
50	50	98.95	1.20	0.00	30.81
100	50	99.90	0.11	0.00	40.14
150	50	98.70	1.49	0.00	29.59
200	50	99.08	1.06	0.00	33.31
250	50	99.63	0.43	0.00	39.26
300	50	99.78	0.26	0.00	44.16
350	50	99.78	0.26	0.00	54.76
400	50	99.78	0.26	0.00	57.14

Key: FP: false positive and FN: false negative.