From: Early prediction of hemodialysis complications employing ensemble techniques
Complication | Learning model | ||||||||
---|---|---|---|---|---|---|---|---|---|
SVCL | SVCR | KNN | DT | MLP | RF | GB | Boosting | Voting | |
Any complication (Hypotension, Headache, Hypertension, Cramps, Chest pain, Vomiting, or Dyspnea) | 0.08 | 0.4 | 0.06 | 0.06 | 9.5 | 0.1 | 4 | 5 | 0.6 |
Hypotension | 0.1 | 0.7 | 0.1 | 0.03 | 16 | 0.9 | 2.9 | 9 | 0.4 |
Hypertension | 0.1 | 1.8 | 0.05 | 0.03 | 11.6 | 1.5 | 1.4 | 7.5 | 0.5 |
Dyspnea | 0.1 | 0.2 | 0.05 | 0.02 | 10 | 0.5 | 1.6 | 4.5 | 0.4 |