A New Support Vector Machine Based on Convolution Product

Table 10

The results obtained based on the fourclass dataset.

Fold	Index	SVM	F25	F50	F75	F100
1	AVG	80.232559	86.240310	87.015504	87.248062	87.403101
	MAX	80.232559	88.372093	88.372093	88.372093	88.372093
	MIN	80.232559	83.720932	83.720932	84.883720	84.883720
	STDEV	0.000000	1.674868	1.262130	1.201573	1.104529
2	AVG	79.000000	81.133333	81.333333	81.433333	81.533333
	MAX	79.000000	82.000000	82.000000	82.000000	82.000000
	MIN	79.000000	81.000000	81.000000	81.000000	81.000000
	STDEV	0.000000	0.345746	0.479463	0.504007	0.507416
3	AVG	75.862068	81.072795	81.417622	81.494250	81.570878
	MAX	75.862068	82.758621	82.758621	82.758621	82.758621
	MIN	75.862068	78.160919	78.160919	78.160919	80.459770
	STDEV	0.000000	0.839420	0.744504	0.698190	0.367634
4	AVG	81.818184	83.863637	84.166668	84.356062	84.659091
	MAX	81.818184	86.363632	86.363632	86.363632	86.363632
	MIN	81.818184	82.954544	82.954544	82.954544	82.954544
	STDEV	0.000000	0.811801	0.891949	0.879379	0.882748
5	AVG	82.857140	84.285713	84.285713	84.285713	84.333332
	MAX	82.857140	84.285713	84.285713	84.285713	85.714287
	MIN	82.857140	84.285713	84.285713	84.285713	84.285713
	STDEV	0.000000	0.000000	0.000000	0.000000	0.260821
6	AVG	81.914894	82.978722	83.014183	83.049644	83.085105
	MAX	81.914894	82.978722	84.042557	84.042557	84.042557
	MIN	81.914894	82.978722	82.978722	82.978722	82.978722
	STDEV	0.000000	0.000000	0.194229	0.269904	0.324607
7	AVG	85.897438	85.897438	85.897438	85.897438	85.897438
	MAX	85.897438	85.897438	85.897438	85.897438	85.897438
	MIN	85.897438	85.897438	85.897438	85.897438	85.897438
	STDEV	0.000000	0.000000	0.000000	0.000000	0.000000
8	AVG	71.428574	77.752811	77.940077	74.632034	78.127343
	MAX	71.428574	78.651688	78.651688	75.324677	78.651688
	MIN	71.428574	77.528091	77.528091	72.727272	77.528091
	STDEV	0.000000	0.457122	0.550711	0.742010	0.570131
9	AVG	80.519478	84.573643	85.155038	83.852811	85.465115
	MAX	80.519478	86.046509	86.046509	84.415581	86.046509
	MIN	80.519478	81.395348	82.558144	81.818184	83.720932
	STDEV	0.000000	1.363349	1.043759	0.738077	0.732235
10	AVG	78.378380	89.285713	89.285713	84.909910	89.285713
	MAX	78.378380	89.285713	89.285713	87.837837	89.285713
	MIN	78.378380	89.285713	89.285713	82.432434	89.285713
	STDEV	0.000000	0.000000	0.000000	1.590385	0.000000