Research Article
Research on Audit Opinion Prediction of Listed Companies Based on Sparse Principal Component Analysis and Kernel Fuzzy Clustering Algorithm
Table 5
Classification results of different classifier algorithms.
| Dataset | Data set I | Data set II | Method | Cr | F1 | G | MCC | Cr | F1 | G | MCC |
| MLFNN | 74.64 | 79.77 | 70.20 | 57.18 | 88.03 | 86.82 | 87.55 | 77.36 | KNN | 86.23 | 84.55 | 85.54 | 74.24 | 81.69 | 78.69 | 80.47 | 66.06 | NB | 50.72 | 66.34 | 20.55 | 3.880 | 85.93 | 84.13 | 85.17 | 73.74 | C4.5 | 65.22 | 59.32 | 63.59 | 31.80 | 90.85 | 90.91 | 90.84 | 81.70 | Bagging | 80.43 | 79.39 | 80.27 | 61.19 | 79.58 | 80.27 | 79.50 | 59.30 | SVM | 94.93 | 94.81 | 94.90 | 89.94 | 90.14 | 89.23 | 89.74 | 81.45 |
| DATASET | Data set III | Data set IV | Method | CR | F1 | G | MCC | CR | F1 | G | MCC | MLFNN | 79.30 | 74.64 | 77.14 | 62.99 | 79.03 | 80.24 | 78.79 | 58.51 | KNN | 78.52 | 75.77 | 77.69 | 58.55 | 76.45 | 72.45 | 75.06 | 55.28 | NB | 82.03 | 79.82 | 81.30 | 65.65 | 76.13 | 77.02 | 76.03 | 52.42 | C4.5 | 82.03 | 82.17 | 81.25 | 64.07 | 68.06 | 58.58 | 64.10 | 40.64 | Bagging | 80.08 | 79.35 | 80.00 | 60.31 | 84.19 | 84.04 | 84.19 | 68.40 | SVM | 83.98 | 82.10 | 83.32 | 69.53 | 87.10 | 85.82 | 86.63 | 75.43 |
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The bold values are the maximum of the list.
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