Table 7.
Performance comparison of different methods on the Yeast dataset
Model | Test set | Accu.(%) | Prec.(%) | Sen.(%) | MCC(%) |
---|---|---|---|---|---|
Guos’ work [35] | ACC | 89.33 ± 2.67 | 88.87 ± 6.16 | 89.93 ± 3.68 | N/A |
AC | 87.36 ± 1.38 | 87.82 ± 4.33 | 87.30 ± 4.68 | N/A | |
Zhous’ work [36] | SVM + LD | 88.56 ± 0.33 | 89.50 ± 0.60 | 87.37 ± 0.22 | 77.15 ± 0.68 |
Yangs’ work [37] | Cod1 | 75.08 ± 1.13 | 74.75 ± 1.23 | 75.81 ± 1.20 | N/A |
Cod2 | 80.04 ± 1.06 | 82.17 ± 1.35 | 76.77 ± 0.69 | N/A | |
Cod3 | 80.41 ± 0.47 | 81.86 ± 0.99 | 78.14 ± 0.90 | N/A | |
Cod4 | 86.15 ± 1.17 | 90.24 ± 1.34 | 81.03 ± 1.74 | N/A | |
Proposed method | WSRC | 96.82 ± 0.43 | 100.00 + 0.00 | 93.63 ± 0.87 | 93.83 ± 0.81 |