Research Article
Performance Evaluation of the Machine Learning Algorithms Used in Inference Mechanism of a Medical Decision Support System
Table 4
Classification accuracies with datasets having 10 samples (%).
| ā | ZR | NB | MLP | SL | SMO | IBK | BS | BG | J48 | RF | RT |
| BP | 50.00 | 30.00 | 6.00 | 0.00 | 42.00 | 10.00 | 50.00 | 38.00 | 50.00 | 8.00 | 22.00 | CVP | 70.00 | 60.00 | 80.00 | 60.00 | 60.00 | 80.00 | 80.00 | 66.00 | 60.00 | 80.00 | 70.00 | ExpCO2 | 50.00 | 50.00 | 60.00 | 50.00 | 52.00 | 50.00 | 50.00 | 46.00 | 50.00 | 54.00 | 20.00 | History | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | HRBP | 70.00 | 80.00 | 48.00 | 70.00 | 70.00 | 70.00 | 40.00 | 70.00 | 70.00 | 62.00 | 70.00 | HREKG | 60.00 | 70.00 | 42.00 | 48.00 | 60.00 | 40.00 | 30.00 | 58.00 | 30.00 | 44.00 | 60.00 | HRSat | 60.00 | 50.00 | 70.00 | 30.00 | 32.00 | 50.00 | 70.00 | 38.00 | 30.00 | 62.00 | 30.00 | MinVol | 70.00 | 70.00 | 80.00 | 70.00 | 72.00 | 70.00 | 80.00 | 70.00 | 70.00 | 72.00 | 70.00 | PAP | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | PCWP | 70.00 | 70.00 | 70.00 | 60.00 | 66.00 | 60.00 | 60.00 | 70.00 | 60.00 | 70.00 | 70.00 | Press | 70.00 | 70.00 | 80.00 | 70.00 | 70.00 | 70.00 | 80.00 | 70.00 | 70.00 | 70.00 | 70.00 |
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