Research Article
Performance Evaluation of the Machine Learning Algorithms Used in Inference Mechanism of a Medical Decision Support System
Table 5
Classification accuracies with datasets having 100 samples (%).
| | | ZR | NB | MLP | SL | SMO | IBK | BS | BG | J48 | RF | RT |
| | BP | 47.00 | 47.60 | 45.40 | 44.00 | 45.00 | 41.60 | 45.80 | 43.20 | 42.60 | 45.40 | 44.60 | | CVP | 62.00 | 92.00 | 88.40 | 91.40 | 91.40 | 91.20 | 92.00 | 92.00 | 92.00 | 90.00 | 92.00 | | ExpCO2 | 65.00 | 70.80 | 73.20 | 74.00 | 69.20 | 69.00 | 65.00 | 67.60 | 69.20 | 71.60 | 66.20 | | History | 98.00 | 98.00 | 100.00 | 98.00 | 98.00 | 98.00 | 100.00 | 98.00 | 98.00 | 98.40 | 98.00 | | HRBP | 49.00 | 59.40 | 55.40 | 57.80 | 59.80 | 55.60 | 53.40 | 57.80 | 58.40 | 56.80 | 54.40 | | HREKG | 48.00 | 55.60 | 56.80 | 54.80 | 56.80 | 54.20 | 54.00 | 50.80 | 53.20 | 54.60 | 50.20 | | HRSat | 49.00 | 61.60 | 61.60 | 62.80 | 63.80 | 59.60 | 57.00 | 61.20 | 62.00 | 60.40 | 56.20 | | MinVol | 79.00 | 84.00 | 86.20 | 84.60 | 85.20 | 82.00 | 79.00 | 79.00 | 82.00 | 83.40 | 79.00 | | PAP | 88.00 | 88.00 | 86.80 | 88.00 | 88.00 | 88.00 | 88.00 | 88.00 | 88.00 | 87.40 | 88.00 | | PCWP | 57.00 | 85.00 | 81.00 | 84.80 | 84.20 | 80.20 | 85.00 | 85.00 | 84.60 | 80.00 | 85.00 | | Press | 80.00 | 85.00 | 89.80 | 87.20 | 85.20 | 84.00 | 80.40 | 82.20 | 85.00 | 85.60 | 81.40 |
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