Table 3 The F1-score of classifiers in predicting hypotension, hypertension, and dyspnea with 12 features
From: Early prediction of hemodialysis complications employing ensemble techniques
Complication | Learning model | ||||||||
|---|---|---|---|---|---|---|---|---|---|
SVCL | SVCR | KNN | DT | MLP | RF | GB | Boosting | Voting | |
Hypotension | 83 | 84 | 82 | 80 | 84 | 86 | 87 | 84 | 84 |
Hypertension | 74 | 84 | 86 | 73 | 86 | 87 | 89 | 86 | 83 |
Dyspnea | 49 | 49 | 56 | 49 | 55 | 54 | 67 | 56 | 53 |