Research Article
An Efficient Cancer Classification Model Using Microarray and High-Dimensional Data
Table 7
PCC-DTCV model with DT and PPC
0.5.
| Dataset | Features | Selected features | PCC-DTCV model with optimized DT and PPC | Accuracy | AUC | Sensitivity | Specificity | Recall | F1-score | 0 | 1 | 0 | 1 |
| Singh | 12600 | 10 | 0.90 0.08 | 0.90 0.08 | 0.90 0.10 | 0.90 0.10 | 0.90 | 0.88 | 0.89 | 0.89 | Gordon | 12533 | 98 | 0.95 0.05 | 0.89 0.11 | 0.98 0.04 | 0.81 0.22 | 0.99 | 0.74 | 0.97 | 0.84 | Chowdary | 22283 | 5 | 0.96 0.06 | 0.96 0.06 | 0.97 0.06 | 0.96 0.12 | 0.95 | 0.93 | 0.95 | 0.93 | Alon | 2000 | 1 | 0.72 0.18 | 0.71 0.19 | 0.67 0.32 | 0.75 0.22 | 0.68 | 0.75 | 0.64 | 0.78 | Chin | 22215 | 54 | 0.85 0.07 | 0.84 0.08 | 0.82 0.17 | 0.87 0.11 | 0.72 | 0.88 | 0.75 | 0.86 | West | 7129 | 2 | 0.82 0.19 | 0.82 0.21 | 0.87 0.32 | 0.85 0.19 | 0.80 | 0.83 | 0.82 | 0.82 | Golub | 7129 | 36 | 0.85 0.10 | 0.82 0.12 | 0.89 0.11 | 0.75 0.21 | 0.94 | 0.80 | 0.92 | 0.83 |
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