Research Article
An Efficient Cancer Classification Model Using Microarray and High-Dimensional Data
Table 4
PCC-DTCV model with optimized DT and PPC
0.4.
| 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 | 299 | 0.76 0.12 | 0.76 0.12 | 0.74 0.16 | 0.78 0.21 | 0.80 | 0.81 | 0.80 | 0.81 | Gordon | 12533 | 743 | 0.93 0.05 | 0.87 0.11 | 0.97 0.04 | 0.76 0.23 | 0.97 | 0.84 | 0.97 | 0.84 | Chowdary | 22283 | 410 | 0.92 0.09 | 0.92 0.09 | 0.94 0.12 | 0.90 0.12 | 0.94 | 0.88 | 0.93 | 0.83 | Alon | 2000 | 61 | 0.82 0.13 | 0.80 0.14 | 0.73 0.23 | 0.88 0.17 | 0.73 | 0.82 | 0.71 | 0.84 | Chin | 22215 | 1211 | 0.79 0.09 | 0.78 0.10 | 0.74 0.17 | 0.81 0.12 | 0.72 | 0.85 | 0.73 | 0.85 | West | 7129 | 28 | 0.86 0.13 | 0.87 0.13 | 0.87 0.21 | 0.87 0.16 | 0.84 | 0.83 | 0.84 | 0.83 | Golub | 7129 | 465 | 0.86 0.09 | 0.83 0.12 | 0.92 0.10 | 0.75 0.21 | 0.94 | 0.80 | 0.92 | 0.83 |
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