A New Support Vector Machine Based on Convolution Product

Table 9

The results obtained based on the Diabetes dataset.

Fold	Index	SVM	F25	F50	F75	F100
1	AVG	76.712326	83.515981	83.926940	84.018263	84.018263
	MAX	76.712326	84.931503	84.931503	84.931503	84.931503
	MIN	76.712326	80.821915	80.821915	80.821915	80.821915
	STDEV	0.000000	1.271038	1.133810	1.156413	1.156413
2	AVG	76.811592	82.512076	82.946859	83.140096	83.236714
	MAX	76.811592	85.507248	85.507248	85.507248	85.507248
	MIN	76.811592	79.710144	81.159416	81.159416	81.159416
	STDEV	0.000000	1.314764	1.054974	1.041153	0.983928
3	AVG	82.022469	86.404494	86.666666	86.891385	86.891385
	MAX	82.022469	87.640450	87.640450	87.640450	87.640450
	MIN	82.022469	85.393257	85.393257	85.393257	85.393257
	STDEV	0.000000	0.743555	0.765669	0.681437	0.681437
4	AVG	76.470589	79.558825	79.705884	79.803923	79.852943
	MAX	76.470589	80.882355	80.882355	80.882355	80.882355
	MIN	76.470589	79.411766	79.411766	79.411766	79.411766
	STDEV	0.000000	0.448719	0.598292	0.661436	0.685429
5	AVG	71.232880	71.278542	71.324203	71.369865	71.369865
	MAX	71.232880	72.602737	72.602737	72.602737	72.602737
	MIN	71.232880	71.232880	71.232880	71.232880	71.232880
	STDEV	0.000000	0.250101	0.347544	0.417983	0.417983
6	AVG	68.292686	71.138209	71.910567	72.154470	72.154470
	MAX	68.292686	73.170731	73.170731	73.170731	73.170731
	MIN	68.292686	69.512192	70.731705	70.731705	70.731705
	STDEV	0.000000	0.924510	0.815458	0.852356	0.852356
7	AVG	82.558144	82.558144	82.596903	82.596903	82.635663
	MAX	82.558144	82.558144	83.720932	83.720932	83.720932
	MIN	82.558144	82.558144	82.558144	7.000000	82.558144
	STDEV	0.000000	0.000000	0.212295	0.212295	0.295009
8	AVG	71.428574	74.025972	74.329003	74.632034	74.805194
	MAX	71.428574	75.324677	75.324677	75.324677	75.324677
	MIN	71.428574	71.428574	72.727272	72.727272	72.727272
	STDEV	0.000000	1.023167	0.881703	0.742010	0.731485
9	AVG	80.519478	83.246752	83.679652	83.852811	83.939391
	MAX	80.519478	84.415581	84.415581	84.415581	84.415581
	MIN	80.519478	81.818184	81.818184	81.818184	83.116882
	STDEV	0.000000	0.859431	0.738077	0.738077	0.636534
10	AVG	78.378380	84.009009	84.594594	84.909910	85.000000
	MAX	78.378380	87.837837	87.837837	87.837837	87.837837
	MIN	78.378380	82.432434	82.432434	82.432434	82.432434
	STDEV	0.000000	1.378265	1.610712	1.590385	1.677734