Table 4.

Training and test results of 10 runs out of 75 runs of dataset DS-90 (training, test sets and weight-biases are different in each fold)

Run	Fold	Training performance error	Testing performance error	Network performance error	Epochs	Effective parameters	Actual neurons	Approximate neurons	Classification accuracy (%)
1	1	$1.8470\times {10}^{-09}$	$1.1322\times {10}^{-03}$	$2.2644\times {10}^{-04}$	28	258	5.22	6	100
	2	$5.2184\times {10}^{-09}$	$5.1575\times {10}^{-06}$	$1.0357\times {10}^{-06}$	25	275	5.59	6	100
	3	$2.6690\times {10}^{-09}$	$1.5899\times {10}^{-03}$	$3.1798\times {10}^{-04}$	30	275	5.59	6	100
	4	$2.5154\times {10}^{-09}$	$6.8949\times {10}^{-06}$	$1.3810\times {10}^{-06}$	35	256	5.17	6	100
	5	$3.0968\times {10}^{-09}$	$1.8870\times {10}^{-03}$	$3.7741\times {10}^{-04}$	29	260	5.26	6	100
2	1	$7.7201\times {10}^{-09}$	$3.5996\times {10}^{-04}$	$7.1998\times {10}^{-05}$	25	275	5.59	6	100
	2	$2.6332\times {10}^{-09}$	$1.8072\times {10}^{-03}$	$3.6144\times {10}^{-04}$	25	273	5.54	6	100
	3	$2.4845\times {10}^{-09}$	$2.4095\times {10}^{-04}$	$4.8192\times {10}^{-05}$	29	273	5.54	6	100
	4	$6.3178\times {10}^{-10}$	$1.3842\times {10}^{-04}$	$2.7684\times {10}^{-05}$	30	266	5.39	6	100
	5	$3.1226\times {10}^{-09}$	$8.1992\times {10}^{-05}$	$1.6401\times {10}^{-05}$	32	255	5.15	6	100
3	1	$2.4792\times {10}^{-09}$	$6.9302\times {10}^{-04}$	$1.3861\times {10}^{-04}$	28	268	5.43	6	100
	2	$5.8932\times {10}^{-09}$	$5.3566\times {10}^{-05}$	$1.0718\times {10}^{-05}$	30	268	5.43	6	100
	3	$7.8613\times {10}^{-09}$	$2.7043\times {10}^{-04}$	$5.4093\times {10}^{-05}$	32	254	5.13	6	100
	4	$2.8418\times {10}^{-09}$	$5.8998\times {10}^{-03}$	$1.1800\times {10}^{-03}$	29	270	5.48	6	100
	5	$2.2405\times {10}^{-09}$	$1.0694\times {10}^{-04}$	$2.1391\times {10}^{-05}$	30	265	5.37	6	100
4	1	$2.4940\times {10}^{-09}$	$2.5727\times {10}^{-03}$	$5.1455\times {10}^{-04}$	29	255	5.15	6	100
	2	$2.6913\times {10}^{-09}$	$1.7599\times {10}^{-03}$	$3.5199\times {10}^{-04}$	27	248	5.00	5	100
	3	$3.7703\times {10}^{-09}$	$1.9469\times {10}^{-03}$	$3.8938\times {10}^{-04}$	28	269	5.46	6	100
	4	$1.5557\times {10}^{-09}$	$7.4870\times {10}^{-03}$	$1.4974\times {10}^{-03}$	39	261	5.28	6	100
	5	$3.7431\times {10}^{-09}$	$4.1156\times {10}^{-03}$	$8.2313\times {10}^{-04}$	25	286	5.83	6	100
5	1	$3.7775\times {10}^{-09}$	$9.3240\times {10}^{-03}$	$1.8648\times {10}^{-03}$	25	263	5.33	6	100
	2	$2.2907\times {10}^{-09}$	$7.9196\times {10}^{-04}$	$1.5839\times {10}^{-04}$	38	259	5.24	6	100
	3	$3.9774\times {10}^{-09}$	$2.7866\times {10}^{-04}$	$5.5736\times {10}^{-05}$	29	257	5.20	6	100
	4	$1.9201\times {10}^{-09}$	$4.0172\times {10}^{-05}$	$8.0359\times {10}^{-06}$	32	271	5.50	6	100
	5	$2.2804\times {10}^{-09}$	$3.0386\times {10}^{-06}$	$6.0954\times {10}^{-07}$	26	271	5.50	6	100
6	1	$6.3866\times {10}^{-09}$	$1.6673\times {10}^{-04}$	$3.3347\times {10}^{-04}$	26	283	5.76	6	100
	2	$2.7670\times {10}^{-09}$	$5.2337\times {10}^{-04}$	$1.0468\times {10}^{-04}$	26	272	5.52	6	100
	3	$1.9947\times {10}^{-09}$	$2.0087\times {10}^{-04}$	$4.0176\times {10}^{-05}$	30	270	5.48	6	100
	4	$2.4039\times {10}^{-09}$	$3.8848\times {10}^{-03}$	$7.7697\times {10}^{-04}$	29	247	4.98	5	100
	5	$4.2223\times {10}^{-09}$	$4.0325\times {10}^{-03}$	$8.0650\times {10}^{-04}$	25	264	5.35	6	100
7	1	$2.3232\times {10}^{-09}$	$4.3732\times {10}^{-04}$	$8.7467\times {10}^{-05}$	36	259	5.24	6	100
	2	$2.7109\times {10}^{-09}$	$2.8828\times {10}^{-05}$	$5.7678\times {10}^{-06}$	31	262	5.30	6	100
	3	$7.1933\times {10}^{-09}$	$7.2253\times {10}^{-04}$	$1.4451\times {10}^{-04}$	23	280	5.70	6	100
	4	$3.0473\times {10}^{-09}$	$4.3541\times {10}^{-05}$	$8.7106\times {10}^{-06}$	26	284	5.78	6	100
	5	$4.0524\times {10}^{-09}$	$5.5358\times {10}^{-03}$	$1.1072\times {10}^{-03}$	26	271	5.50	6	100
8	1	$2.5156\times {10}^{-09}$	$4.7339\times {10}^{-05}$	$9.4699\times {10}^{-06}$	29	270	5.48	6	100
	2	$1.9023\times {10}^{-09}$	$2.0428\times {10}^{-03}$	$4.0856\times {10}^{-04}$	29	256	5.17	6	100
	3	$4.2356\times {10}^{-09}$	$1.2223\times {10}^{-03}$	$2.4446\times {10}^{-04}$	31	248	5.00	5	100
	4	$2.4042\times {10}^{-09}$	$8.0379\times {10}^{-03}$	$1.6076\times {10}^{-03}$	29	254	5.13	6	100
	5	$1.4850\times {10}^{-09}$	$1.0754\times {10}^{-04}$	$2.1510\times {10}^{-05}$	26	262	5.30	6	100
9	1	$3.0244\times {10}^{-09}$	$6.0535\times {10}^{-05}$	$1.2109\times {10}^{-05}$	29	265	5.37	6	100
	2	$1.3259\times {10}^{-09}$	$2.4919\times {10}^{-03}$	$4.9838\times {10}^{-04}$	38	267	5.41	6	100
	3	$1.5360\times {10}^{-09}$	$5.0027\times {10}^{-03}$	$1.0005\times {10}^{-03}$	31	274	5.57	6	100
	4	$3.5911\times {10}^{-09}$	$4.3539\times {10}^{-03}$	$8.7077\times {10}^{-04}$	25	273	5.54	6	100
	5	$3.8356\times {10}^{-09}$	$1.1563\times {10}^{-03}$	$2.3127\times {10}^{-04}$	29	266	5.39	6	100
10	1	$5.7878\times {10}^{-09}$	$2.1846\times {10}^{-03}$	$4.3692\times {10}^{-04}$	27	287	5.85	6	100
	2	$1.5139\times {10}^{-09}$	$1.2345\times {10}^{-03}$	$2.4691\times {10}^{-04}$	28	264	5.35	6	100
	3	$6.0237\times {10}^{-09}$	$1.6717\times {10}^{-03}$	$3.3435\times {10}^{-04}$	22	270	5.48	6	100
	4	$1.3166\times {10}^{-09}$	$2.3029\times {10}^{-03}$	$4.6059\times {10}^{-04}$	36	266	5.39	6	100
	5	$4.4638\times {10}^{-09}$	$1.5829\times {10}^{-03}$	$3.1658\times {10}^{-04}$	31	252	5.09	6	100