Research Article
Predicting Chronic Kidney Disease Using Hybrid Machine Learning Based on Apache Spark
Table 9
The performance of ML with full features.
| Models | Cross-validation performance | Test performance | AC | PR | RE | FS | AC | PR | RE | FS |
| DT | 98.43 | 98 | 98 | 98 | 95 | 95 | 95 | 95 | RF | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | LR | 99 | 99 | 99 | 99 | 98 | 99 | 99 | 99 | SVM | 99 | 99 | 99 | 99 | 100 | 100 | 100 | 100 | NB | 84 | 88 | 84 | 84 | 87 | 91 | 88 | 88 | GBT Classifier | 99 | 99 | 99 | 99 | 95 | 95 | 95 | 95 |
|
|