Research Article
An Efficient Cancer Classification Model Using Microarray and High-Dimensional Data
Table 6
PCC-DTCV model with optimized 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 | 58 | 0.78 0.15 | 0.78 0.15 | 0.78 0.19 | 0.78 0.23 | 0.78 | 0.83 | 0.80 | 0.81 | Gordon | 12533 | 274 | 0.94 0.04 | 0.90 0.08 | 0.97 0.04 | 0.84 0.16 | 0.95 | 0.77 | 0.95 | 0.77 | Chowdary | 22283 | 39 | 0.94 0.08 | 0.94 0.08 | 0.95 0.09 | 0.93 0.11 | 0.95 | 0.90 | 0.94 | 0.92 | Alon | 2000 | 9 | 0.78 0.19 | 0.75 0.19 | 0.68 0.26 | 0.82 0.23 | 0.68 | 0.80 | 0.67 | 0.81 | Chin | 22215 | 305 | 0.82 0.09 | 0.80 0.09 | 0.77 0.15 | 0.84 0.12 | 0.74 | 0.85 | 0.74 | 0.85 | West | 7129 | 5 | 0.83 0.18 | 0.83 0.18 | 0.80 0.24 | 0.87 0.16 | 0.84 | 0.83 | 0.84 | 0.83 | Golub | 7129 | 133 | 0.89 0.06 | 0.89 0.07 | 0.92 0.10 | 0.85 0.19 | 0.87 | 0.76 | 0.87 | 0.76 |
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