Research Article
An Intelligent Diagnostic System to Analyze Early-Stage Chronic Kidney Disease for Clinical Application
Table 9
Experimental result analysis for clinical unseen dataset, i.e., training the model with CKD-15 and testing with CKD-21.
| Classifier | Recall | TNR | PPV | F1-score | Train accuracy | Test accuracy | ROC-AUC |
| ADAB | 0.98 | 0.95 | 0.95 | 0.96 | 100 | 96.48 | 0.965 | LR | 0.95 | 0.98 | 0.98 | 0.96 | 99.01 | 96.48 | 0.984 | PAC | 0.95 | 0.98 | 0.98 | 0.96 | 99.2 | 96.48 | 0.961 | RF | 0.97 | 0.95 | 0.95 | 0.96 | 100 | 96.09 | 0.961 | SGD | 0.97 | 0.95 | 0.95 | 0.96 | 99.8 | 96.09 | 0.938 | MLP | 0.96 | 0.95 | 0.95 | 0.95 | 100 | 95.7 | 0.957 | SVM | 0.97 | 0.94 | 0.94 | 0.95 | 99.2 | 95.31 | 0.953 | NB | 0.9 | 0.99 | 0.99 | 0.94 | 97.22 | 94.53 | 0.981 | ELM | 0.89 | 0.98 | 0.98 | 0.93 | 0.98 | 93.75 | 0.964 | KNN | 0.88 | 0.99 | 0.99 | 0.93 | 98.41 | 93.75 | 0.938 | DT | 0.97 | 0.89 | 0.9 | 0.93 | 100 | 92.97 | 0.93 | GB | 0.97 | 0.89 | 0.9 | 0.93 | 100 | 92.97 | 0.93 |
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The best results are indicated in bold.
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