Table 3.
Parameters with the highest accuracy (mean ± standard deviation), when comparing the groups of patients SG vs FG.
Data Base | Classification Techniques | Reduction Dimensionality Techniques | Parameters Selected | Accuracy (%) |
---|---|---|---|---|
Dataset1 | NN | Forward Selection | PF(f/VT), P(VT/TI), IQR(TI/TTot), PA(f/VT) | 65.30 ± 5.9 |
Bidirectional Search | PF(f/VT), P(VT/TI), IQR(TI/TTot) | 54.40 ± 6.9 | ||
Dataset2 | NN | Forward Selection | IQR(CD1-TI), K(CA8-RR) | 84.61 ± 3.1 |
Bidirectional Search | IQR(CD1-TI), K(CA8-RR), IQR(CD1-VT/TI), K(CD1-TI), (CA7-f/VT) |
80.76 ± 6.2 | ||
Dataset1 | LDA | Forward Selection | PA(f/VT) | 70.00 ± 7.8 |
Bidirectional Search | PA(f/VT), P(f/VT) | 70.60 ± 7.7 | ||
Dataset2 | LDA | Forward Selection | IQR(CD2-TI/TTot) | 71.64 ± 0.8 |
Bidirectional Search | IQR(CD2-TI/TTot)(CA7-f/VT), IQR(CD1-VT/TI) | 72.13 ± 4.8 |