Table 4.

Comparison of classification accuracy (%) against alternative approaches, with v, -, and * suggesting statistically better, same, and worse performance than the proposed work at p < 0.01.

Run	DS-ANFIS	J48	SVM	RandomForest	SGERD	SLAVE2	QuickRules
1	82.01 ± 6.92	79.12 ± 6.87	78.58 ± 7.85	80.17 ± 4.88	71.63 ± 5.38	79.61 ± 4.10	76.12 ± 8.45
2	81.77 ± 6.71	78.05 ± 5.29	77.48 ± 4.08	80.45 ± 3.91	75.85 ± 6.22	78.80 ± 6.40	77.20 ± 4.79
3	81.77 ± 6.50	78.26 ± 6.82	78.27 ± 6.65	80.95 ± 4.16	75.59 ± 5.06	78.26 ± 4.74	79.37 ± 8.46
4	80.46 ± 6.72	77.99 ± 4.47	77.20 ± 4.86	82.53 ± 7.20	77.21 ± 4.39	78.56 ± 5.63	78.77 ± 7.73
5	81.23 ± 5.68	78.02 ± 4.97	77.43 ± 6.11	80.94 ± 7.94	76.38 ± 8.32	79.65 ± 6.00	78.55 ± 7.54
6	81.49 ± 7.66	77.97 ± 6.31	76.93 ± 4.28	81.47 ± 6.87	76.44 ± 7.62	76.64 ± 7.43	77.16 ± 7.58
7	80.43 ± 7.27	77.25 ± 7.64	78.28 ± 4.85	79.64 ± 4.35	74.77 ± 10.91	80.72 ± 3.82	78.85 ± 5.80
8	81.79 ± 3.66	76.63 ± 5.56	79.04 ± 7.04	82.28 ± 6.69	72.99 ± 8.22	79.90 ± 4.68	80.93 ± 6.98
9	81.79 ± 6.85	78.02 ± 7.79	77.77 ± 6.75	82.02 ± 6.78	72.61 ± 9.05	79.62 ± 6.75	79.04 ± 7.51
10	84.21 ± 4.99	77.45 ± 7.97	78.02 ± 4.68	83.09 ± 6.27	73.98 ± 8.57	80.11 ± 5.53	80.17 ± 7.17
Average	81.694 ± 1.05	77.876 ± 0.66	77.900 ± 0.66	81.354 ± 1.12	74.744 ± 1.87	79.186 ± 1.16	78.616 ± 1.45
Ttest p-value		4.82E-06 (*)	1.77E-06 (*)	0.3594 (-)	1.00E-05 (*)	3.89E-04 (*)	1.66E-04 (*)