Research Article
An Efficient Cancer Classification Model Using Microarray and High-Dimensional Data
Table 5
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 | 58 | 0.82 0.11 | 0.82 0.10 | 0.88 0.13 | 0.77 0.20 | 0.88 | 0.77 | 0.83 | 0.82 | Gordon | 12533 | 274 | 0.94 0.05 | 0.88 0.11 | 0.97 0.05 | 0.79 0.24 | 0.97 | 0.81 | 0.97 | 0.83 | Chowdary | 22283 | 39 | 0.91 0.15 | 0.90 0.15 | 0.94 0.12 | 0.86 0.19 | 0.95 | 0.90 | 0.94 | 0.92 | Alon | 2000 | 9 | 0.73 0.18 | 0.70 0.17 | 0.63 0.24 | 0.78 0.21 | 0.59 | 0.80 | 0.60 | 0.79 | Chin | 22215 | 305 | 0.81 0.09 | 0.80 0.08 | 0.75 0.10 | 0.85 0.14 | 0.72 | 0.85 | 0.73 | 0.85 | West | 7129 | 5 | 0.90 0.13 | 0.91 0.13 | 0.92 0.17 | 0.90 0.15 | 0.92 | 0.88 | 0.83 | 0.82 | Golub | 7129 | 133 | 0.87 0.08 | 0.85 0.10 | 0.94 0.09 | 0.77 0.20 | 0.91 | 0.80 | 0.91 | 0.82 |
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