Research Article
Predicting Chronic Kidney Disease Using Hybrid Machine Learning Based on Apache Spark
Table 4
The performance of ML with the features selected by chi-square.
| Models | Cross-validation performance | Test performance | AC | PR | RE | FS | ACC | PR | RE | FS |
| DT | 97 | 98 | 98 | 98 | 92 | 93 | 93 | 93 | RF | 100 | 100 | 100 | 100 | 95 | 95 | 95 | 95 | LR | 97 | 97 | 97 | 97 | 97 | 98 | 97 | 97 | SVM | 97 | 97 | 97 | 97 | 100 | 100 | 100 | 100 | NB | 81 | 85 | 82 | 82 | 82 | 88 | 82 | 82 | GBT Classifier | 98 | 98 | 98 | 98 | 95 | 95 | 95 | 95 |
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