A New Support Vector Machine Based on Convolution Product

Table 11

The results obtained based on the Heart Disease dataset.

Fold	Index	SVM	F25	F50	F75	F100
1	AVG	80.000000	88.400000	88.533333	88.933333	89.066667
	MAX	80.000000	92.000000	92.000000	92.000000	92.000000
	MIN	80.000000	88.000000	88.000000	88.000000	88.000000
	STDEV	0.000000	1.220514	1.382984	1.720732	1.799106
2	AVG	82.758621	96.321842	96.436785	96.551727	96.551727
	MAX	82.758621	96.551727	96.551727	96.551727	96.551727
	MIN	82.758621	93.103447	93.103447	96.551727	96.551727
	STDEV	0.000000	0.874857	0.629567	0.000000	0.000000
3	AVG	82.758621	89.655174	89.770117	89.770117	89.770117
	MAX	82.758621	89.655174	93.103447	93.103447	93.103447
	MIN	82.758621	89.655174	89.655174	89.655174	89.655174
	STDEV	0.000000	0.000000	0.629566	0.629566	0.629566
4	AVG	88.235291	92.745096	93.235292	93.431371	93.431371
	MAX	88.235291	94.117645	94.117645	94.117645	94.117645
	MIN	88.235291	91.176468	91.176468	91.176468	91.176468
	STDEV	0.000000	1.492401	1.370858	1.265245	1.265245
5	AVG	100.00000	100.000000	100.000000	100.000000	100.000000
	MAX	100.00000	100.000000	100.000000	100.000000	100.000000
	MIN	100.00000	100.000000	100.000000	100.000000	100.000000
	STDEV	0.000000	0.000000	0.000000	0.000000	0.000000
6	AVG	80.000000	93.500000	94.666667	94.833333	95.000000
	MAX	80.000000	95.000000	95.000000	95.000000	95.000000
	MIN	80.000000	90.000000	90.000000	90.000000	95.000000
	STDEV	0.000000	2.330458	1.268541	0.912871	0.000000
7	AVG	82.608696	95.652176	95.797103	95.797103	95.797103
	MAX	82.608696	100.000000	100.000000	100.000000	100.000000
	MIN	82.608696	91.304352	95.652176	95.652176	95.652176
	STDEV	0.000000	1.141795	0.793800	0.793800	0.793800
8	AVG	89.285713	89.880951	90.476189	90.714284	91.071426
	MAX	89.285713	92.857140	92.857140	92.857140	92.857140
	MIN	89.285713	89.285713	89.285713	89.285713	89.285713
	STDEV	0.000000	1.353746	1.712368	1.779545	1.816240
9	AVG	75.000000	86.203707	86.388892	86.481484	86.481484
	MAX	75.000000	88.888885	88.888885	88.888885	88.888885
	MIN	75.000000	86.111115	86.111115	86.111115	86.111115
	STDEV	0.000000	0.507149	0.847577	0.960403	0.960403
10	AVG	84.615387	88.717950	88.974361	89.230771	89.615386
	MAX	84.615387	92.307693	92.307693	92.307693	92.307693
	MIN	84.615387	88.461540	88.461540	88.461540	88.461540
	STDEV	0.000000	0.975800	1.329792	1.564762	1.792660