Table 2 The F1-score of classifiers in predicting hypotension, hypertension, and dyspnea with 50 features
From: Early prediction of hemodialysis complications employing ensemble techniques
Complication | Learning model | ||||||||
|---|---|---|---|---|---|---|---|---|---|
SVCL | SVCR | KNN | DT | MLP | RF | GB | Boosting | Voting | |
Hypotension | 87 | 91 | 84 | 82 | 90 | 89 | 92 | 89 | 88 |
Hypertension | 86 | 86 | 83 | 72 | 90 | 88 | 94 | 88 | 89 |
Dyspnea | 68 | 63 | 60 | 49 | 76 | 75 | 78 | 66 | 66 |