From Linear Programming Approach to Metaheuristic Approach: Scaling Techniques

Table 5

Accuracy of the WBCD database using the SVM with C and which were calculated by the grid search technique (normalization between [−1, 1] and equilibration scaling).

Fold	Normalization between (−1, 1) (S2)			Equilibration scaling (S3)
	C		Accuracy%	C		Accuracy %
1	2^11	2^1	94.64	2^5	2^−1	100.00
2	2^15	2^1	92.98	2^3	2^1	98.25
3	2^13	2^1	100	2^5	2^−1	100.00
4	2^13	2^1	98.25	2^15	2^1	98.25
5	2^15	2^1	96.49	2^1	2^−1	100.00
6	2^15	2^−1	96.49	2^9	2^−1	98.25
7	2^13	2^1	100	2^15	2^1	100.00
8	2^15	2^1	96.49	2^15	2^1	100.00
9	2^13	2^1	94.74	2^3	2^1	94.74
10	2^13	2^−1	96.49	2^3	2^1	100.00
Avg.	17408	1.7	96.66	9890.6	1.4	98.95
CPU time	19.208797			10.175330