Table 3 Classification accuracy of \(\text {NeurDNet}\) when only the first-visit tremor assessments are included in the test set.
From: A deep explainable artificial intelligent framework for neurological disorders discrimination
Classifier | Binary features | Probabilistic features | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
25% | 35% | 45% | 55% | 65% | 75% | 25% | 35% | 45% | 55% | 65% | 75% | |
RF (entropy) | 87.31 | 85.30 | 83.66 | 81.90 | 81.43 | 79.60 | 86.78 | 86.13 | 84.78 | 82.36 | 81.53 | 81.05 |
RF (gini) | 87.59 | 85.80 | 83.50 | 82.03 | 80.96 | 79.77 | 86.66 | 85.63 | 84.83 | 82.23 | 81.38 | 80.83 |
SVM (rbf) | 87.05 | 85.89 | 84.51 | 82.07 | 81.45 | 78.66 | 88.26 | 86.50 | 86.13 | 82.81 | 82.22 | 79.85 |
SVM (linear) | 85.85 | 82.56 | 82.47 | 81.15 | 79.81 | 77.90 | 86.82 | 84.86 | 83.83 | 82.39 | 81.34 | 80.14 |
NB | 84.99 | 83.93 | 79.95 | 81.65 | 77.07 | 75.61 | 87.60 | 86.44 | 85.11 | 84.54 | 82.57 | 81.09 |
LR | 87.43 | 85.26 | 84.05 | 81.88 | 80.92 | 78.78 | 88.08 | 86.62 | 86.30 | 83.52 | 82.74 | 80.94 |
AdaBoost | 86.26 | 82.53 | 82.70 | 80.21 | 77.69 | 76.46 | 85.79 | 83.59 | 82.32 | 80.78 | 78.63 | 75.06 |
LDA (svd) | 81.13 | 78.10 | 76.10 | 70.13 | 67.04 | 67.82 | 79.12 | 77.02 | 76.49 | 71.58 | 66.14 | 62.99 |
LDA (lsqr) | 81.13 | 78.10 | 76.04 | 70.13 | 62.49 | 49.41 | 79.12 | 77.02 | 76.49 | 71.58 | 66.14 | 51.06 |
QDA | 79.18 | 80.77 | 77.65 | 70.20 | 62.15 | 60.04 | 93.05 | 89.66 | 77.59 | 71.63 | 59.92 | 54.01 |
DT (entropy) | 80.85 | 79.04 | 78.25 | 76.60 | 76.42 | 74.96 | 79.76 | 79.14 | 78.44 | 77.39 | 75.61 | 73.82 |
DT (gini) | 81.78 | 80.40 | 78.63 | 76.86 | 75.54 | 73.97 | 80.35 | 77.90 | 78.09 | 77.47 | 76.28 | 74.15 |
MLP (10) | 85.41 | 83.33 | 82.54 | 78.90 | 78.09 | 77.60 | 83.31 | 81.84 | 81.50 | 79.72 | 78.15 | 77.83 |
MLP (30) | 85.74 | 82.76 | 81.48 | 79.00 | 78.42 | 77.23 | 83.80 | 82.24 | 81.87 | 79.70 | 78.22 | 77.55 |
