Complexity

Research Article

A New Support Vector Machine Based on Convolution Product

Table 8

The results obtained based on the breast-cancer dataset.


Fold	Index	SVM	F₂₅	F₅₀	F₇₅	F₁₀₀

1	AVG	95.588234	98.529411	98.529411	98.529411	98.578431
	MAX	95.588234	98.529411	98.529411	98.529411	100.000000
	MIN	95.588234	98.529411	98.529411	98.529411	98.529411
	STDEV	0.000000	0.000000	0.000000	0.000000	0.268492

2	AVG	100.000000	100.000000	100.000000	100.000000	100.000000
	MAX	100.000000	100.000000	100.000000	100.000000	100.000000
	MIN	100.000000	100.000000	100.000000	100.000000	100.000000
	STDEV	0.000000	0.000000	0.000000	0.000000	0.000000

3	AVG	95.588234	97.303921	97.499999	97.598038	97.745097
	MAX	95.588234	98.529411	98.529411	98.529411	98.529411
	MIN	95.588234	97.058823	97.058823	97.058823	97.058823
	STDEV	0.000000	0.557425	0.685429	0.720783	0.746201

4	AVG	100.000000	100.000000	100.000000	100.000000	100.000000
	MAX	100.000000	100.000000	100.000000	100.000000	100.000000
	MIN	100.000000	100.000000	100.000000	100.000000	100.000000
	STDEV	0.000000	0.000000	0.000000	0.000000	0.000000

5	AVG	100.000000	100.000000	100.000000	100.000000	100.000000
	MAX	100.000000	100.000000	100.000000	100.000000	100.000000
	MIN	100.000000	100.000000	100.000000	100.000000	100.000000
	STDEV	0.000000	0.000000	0.000000	0.000000	0.000000

6	AVG	94.117645	97.058823	97.058823	97.058823	97.058823
	MAX	94.117645	97.058823	97.058823	97.058823	97.058823
	MIN	94.117645	97.058823	97.058823	97.058823	97.058823
	STDEV	0.000000	0.000000	0.000000	0.000000	0.000000

7	AVG	95.588234	97.892156	98.039215	98.284313	98.333333
	MAX	95.588234	100.000000	100.000000	100.000000	100.000000
	MIN	95.588234	97.058823	97.058823	97.058823	97.058823
	STDEV	0.000000	0.920680	0.891880	0.870726	0.840216

8	AVG	98.529411	98.529411	98.529411	98.529411	98.529411
	MAX	98.529411	98.529411	98.529411	98.529411	98.529411
	MIN	98.529411	98.529411	98.529411	98.529411	98.529411
	STDEV	0.000000	0.000000	0.000000	0.000000	0.000000

9	AVG	94.117645	98.529411	98.529411	98.529411	98.529411
	MAX	94.117645	98.529411	98.529411	98.529411	98.529411
	MIN	94.117645	98.529411	98.529411	98.529411	98.529411
	STDEV	0.000000	0.000000	0.000000	0.000000	0.000000

10	AVG	97.183098	97.183098	97.183098	97.183098	97.230046
	MAX	97.183098	97.183098	97.183098	97.183098	98.591553
	MIN	97.183098	97.183098	97.183098	97.183098	97.183098
	STDEV	0.000000	0.000000	0.000000	0.000000	0.257148