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# Table 1 Performance (mean and SD) of the ML methods.

Model | Learner | Noise | Feature Selection | <Sens> | SD(Sens) | <Spec> | SD(Spec) | <Q> | SD(Q) |
---|---|---|---|---|---|---|---|---|---|

S1 | ANN | 0 | None | 0.71 | 0.12 |
0.96
| 0.038 |
0.84
| 0.068 |

S1 | SVM | 0 | None | 0.68 | 0.076 |
0.99
| 0.0063 |
0.83
| 0.039 |

S2 | SVM | 0 | None | 0.66 | 0.086 |
0.99
| 0.0095 |
0.82
| 0.041 |

S2 | NB | 0 | None | 0.63 | 0.13 |
0.98
| 0.0072 |
0.81
| 0.063 |

S1 | NB | 0 | None | 0.62 | 0.096 |
0.99
| 0.0049 |
0.8
| 0.047 |

S1 | KNN(k = 3) | 0 | None | 0.58 | 0.13 |
0.98
| 0.013 | 0.78 | 0.067 |

S2 | ANN | 0 | None | 0.56 | 0.19 |
0.98
| 0.008 | 0.77 | 0.091 |

S1 | CART | 0 | None | 0.56 | 0.13 |
0.96
| 0.018 | 0.76 | 0.065 |

S2 | KNN(k = 3) | 0 | None | 0.47 | 0.16 |
0.98
| 0.014 | 0.73 | 0.077 |

S2 | LDA | 0 | None | 0.7 | 0.11 | 0.76 | 0.051 | 0.73 | 0.051 |

S1 | KNN(k = 5) | 0 | None | 0.45 | 0.13 |
0.98
| 0.014 | 0.72 | 0.064 |

S1 | LDA | 0 | None | 0.66 | 0.13 | 0.69 | 0.048 | 0.67 | 0.079 |

S2 | KNN(k = 5) | 0 | None | 0.34 | 0.1 |
0.99
| 0.016 | 0.66 | 0.049 |

S2 | CART | 0 | None | NA | NA | NA | NA | NA | NA |

S1 | SVM | 0 | T-test | 0.75 | 0.089 |
0.98
| 0.011 |
0.87
| 0.043 |

S1 | LDA | 0 | T-test | 0.74 | 0.11 |
0.99
| 0.0057 |
0.86
| 0.052 |

S1 | ANN | 0 | T-test | 0.73 | 0.13 |
0.97
| 0.023 |
0.85
| 0.055 |

S2 | LDA | 0 | T-test | 0.67 | 0.11 |
0.98
| 0.009 |
0.83
| 0.054 |

S2 | ANN | 0 | T-test | 0.7 | 0.11 |
0.96
| 0.013 |
0.83
| 0.051 |

S2 | NB | 0 | T-test | 0.65 | 0.13 |
0.98
| 0.014 |
0.81
| 0.064 |

S2 | SVM | 0 | T-test | 0.64 | 0.11 |
0.98
| 0.0074 |
0.81
| 0.057 |

S1 | NB | 0 | T-test | 0.61 | 0.078 |
0.97
| 0.012 | 0.79 | 0.039 |

S1 | KNN(k = 3) | 0 | T-test | 0.55 | 0.16 |
0.99
| 0.008 | 0.77 | 0.077 |

S2 | KNN(k = 3) | 0 | T-test | 0.52 | 0.17 |
0.99
| 0.0044 | 0.76 | 0.082 |

S2 | CART | 0 | T-test | 0.58 | 0.12 |
0.94
| 0.025 | 0.76 | 0.061 |

S1 | CART | 0 | T-test | 0.54 | 0.17 |
0.96
| 0.038 | 0.75 | 0.07 |

S1 | KNN(k = 5) | 0 | T-test | 0.45 | 0.12 |
1
| 0.0035 | 0.73 | 0.062 |

S2 | KNN(k = 5) | 0 | T-test | 0.37 | 0.13 |
0.99
| 0.0056 | 0.68 | 0.066 |

S1 | KNN(k = 3) | 2 | None | 0.54 | 0.11 |
0.98
| 0.011 | 0.76 | 0.057 |

S1 | ANN | 2 | None | 0.53 | 0.13 |
0.97
| 0.019 | 0.75 | 0.066 |

S1 | NB | 2 | None | 0.48 | 0.13 |
0.99
| 0.0054 | 0.74 | 0.067 |

S2 | KNN(k = 3) | 2 | None | 0.49 | 0.13 |
0.98
| 0.0091 | 0.74 | 0.065 |

S2 | ANN | 2 | None | 0.44 | 0.11 |
0.98
| 0.016 | 0.71 | 0.049 |

S2 | NB | 2 | None | 0.43 | 0.062 |
0.99
| 0.0056 | 0.71 | 0.029 |

S1 | SVM | 2 | None | 0.41 | 0.09 |
1
| 0.0031 | 0.7 | 0.045 |

S1 | CART | 2 | None | 0.4 | 0.12 |
0.94
| 0.041 | 0.67 | 0.053 |

S2 | KNN(k = 5) | 2 | None | 0.33 | 0.087 |
0.99
| 0.0066 | 0.66 | 0.043 |

S2 | CART | 2 | None | 0.34 | 0.17 |
0.96
| 0.03 | 0.65 | 0.08 |

S1 | KNN(k = 5) | 2 | None | 0.3 | 0.11 |
0.99
| 0.0085 | 0.65 | 0.054 |

S2 | SVM | 2 | None | 0.3 | 0.079 |
1
| 0.0039 | 0.65 | 0.039 |

S2 | LDA | 2 | None | 0.59 | 0.069 | 0.72 | 0.05 | 0.65 | 0.038 |

S1 | LDA | 2 | None | 0.6 | 0.12 | 0.64 | 0.037 | 0.62 | 0.068 |

S1 | LDA | 2 | T-test | 0.55 | 0.11 |
0.98
| 0.0078 | 0.77 | 0.055 |

S1 | SVM | 2 | T-test | 0.5 | 0.11 |
0.99
| 0.004 | 0.75 | 0.053 |

S2 | NB | 2 | T-test | 0.53 | 0.084 |
0.98
| 0.01 | 0.75 | 0.042 |

S1 | NB | 2 | T-test | 0.52 | 0.083 |
0.98
| 0.0088 | 0.75 | 0.042 |

S2 | LDA | 2 | T-test | 0.52 | 0.087 |
0.97
| 0.011 | 0.75 | 0.042 |

S2 | SVM | 2 | T-test | 0.48 | 0.1 |
0.99
| 0.0056 | 0.74 | 0.052 |

S1 | ANN | 2 | T-test | 0.51 | 0.1 |
0.97
| 0.015 | 0.74 | 0.045 |

S2 | KNN(k = 3) | 2 | T-test | 0.48 | 0.14 |
0.99
| 0.0083 | 0.73 | 0.07 |

S1 | KNN(k = 3) | 2 | T-test | 0.48 | 0.1 |
0.98
| 0.01 | 0.73 | 0.051 |

S2 | ANN | 2 | T-test | 0.48 | 0.1 |
0.96
| 0.01 | 0.72 | 0.049 |

S1 | KNN(k = 5) | 2 | T-test | 0.36 | 0.095 |
1
| 0.0049 | 0.68 | 0.047 |

S2 | KNN(k = 5) | 2 | T-test | 0.32 | 0.047 |
0.99
| 0.0036 | 0.66 | 0.023 |

S1 | CART | 2 | T-test | 0.35 | 0.14 |
0.95
| 0.023 | 0.65 | 0.071 |

S2 | CART | 2 | T-test | 0.25 | 0.093 |
0.96
| 0.027 | 0.6 | 0.044 |