A New Support Vector Machine Based on Convolution Product

Table 7

The results obtained based on the Australian Credit Approval dataset.

Fold	Index	SVM	F25	F50	F75	F100
1	AVG	81.666664	90.222222	90.722221	90.944444	91.277776
	MAX	81.666664	91.666664	93.333336	93.333336	93.333336
	MIN	81.666664	88.333336	88.333336	90.000000	90.000000
	STDEV	0.000000	1.048015	1.043436	1.043437	0.947201
2	AVG	92.156860	96.732025	97.254901	97.516339	97.647058
	MAX	92.156860	98.039215	98.039215	98.039215	98.039215
	MIN	92.156860	96.078430	96.078430	96.078430	96.078430
	STDEV	0.000000	0.940124	0.977006	0.881915	0.797722
3	AVG	83.116882	92.987014	93.463204	93.982685	94.112555
	MAX	83.116882	96.103897	96.103897	96.103897	96.103897
	MIN	83.116882	90.909088	90.909088	90.909088	90.909088
	STDEV	0.000000	1.430810	1.426060	1.543568	1.552959
4	AVG	92.187500	93.750000	93.802083	93.802083	93.958333
	MAX	92.187500	93.750000	95.312500	95.312500	95.312500
	MIN	92.187500	93.750000	93.750000	93.750000	93.750000
	STDEV	0.000000	0.000000	0.285272	0.285272	0.540228
5	AVG	87.878792	93.787877	94.090907	94.242422	94.292928
	MAX	87.878792	95.454544	95.454544	95.454544	95.454544
	MIN	87.878792	92.424240	92.424240	93.939392	93.939392
	STDEV	0.000000	0.728274	0.728274	0.616422	0.651793
6	AVG	80.701752	87.076024	87.602340	87.660820	87.719299
	MAX	80.701752	87.719299	87.719299	87.719299	87.719299
	MIN	80.701752	84.210526	85.964912	85.964912	87.719299
	STDEV	0.000000	0.975533	0.445102	0.320306	0.000000
7	AVG	82.278481	91.308018	91.856540	91.983121	92.151897
	MAX	82.278481	92.405060	93.670883	93.670883	93.670883
	MIN	82.278481	88.607597	91.139244	91.139244	91.139244
	STDEV	0.000000	1.037095	0.719390	0.691987	0.697290
8	AVG	85.135132	90.405406	90.720722	90.810812	91.126127
	MAX	85.135132	91.891891	91.891891	91.891891	93.243240
	MIN	85.135132	89.189186	89.189186	90.540543	90.540543
	STDEV	0.000000	0.740167	0.586719	0.549780	0.768000
9	AVG	86.419754	93.333334	93.744858	93.991772	94.156381
	MAX	86.419754	95.061729	95.061729	95.061729	95.061729
	MIN	86.419754	92.592590	92.592590	92.592590	93.827164
	STDEV	0.000000	0.695363	0.555281	0.536015	0.555279
10	AVG	85.185188	90.370371	90.617285	90.823046	91.028807
	MAX	85.185188	91.358025	91.358025	92.592590	92.592590
	MIN	85.185188	88.888885	88.888885	90.123459	90.123459
	STDEV	0.000000	0.753404	0.695360	0.701629	0.720113