Table 5 Performance measures of data mining algorithm at different levels of significance over Asthma dataset 4 classes
From: Comparative study of classification algorithms for immunosignaturing data
SIGNIFICANCE | p < 5 x 10-5 | p < 5 x 10-4 | p < 5 x 10-3 | p < 5 x 10-2 | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Algorithm | Acc. | Sp | Sn | AUC | Acc. | Sp | Sn | AUC | Acc. | Sp | Sn | AUC | Acc | Sp | Sn | AUC | Avg. |
Naïve Bayes | 61.7 | 87.2 | 61.7 | 0.82 | 68.1 | 89.3 | 68.1 | 0.86 | 72.3 | 90.8 | 72.3 | 0.87 | 70.2 | 90.0 | 70.2 | 0.86 | 77.7 |
SLR | 57.5 | 85.8 | 57.4 | 0.80 | 57.4 | 85.6 | 57.4 | 0.81 | 72.3 | 90.7 | 72.3 | 0.85 | 55.3 | 86.1 | 55.3 | 0.76 | 72.2 |
SVM | 55.3 | 86.2 | 55.3 | 0.77 | 55.3 | 86.2 | 55.3 | 0.77 | 61.7 | 87.2 | 61.7 | 0.82 | 66.0 | 87.6 | 66.0 | 0.81 | 71.3 |
MLP | 55.3 | 86.1 | 55.3 | 0.82 | 53.2 | 84.6 | 53.2 | 0.80 | 63.8 | 87.8 | 63.8 | 0.88 | dnf | dnf | dnf | dnf | 71.1* |
Logistic R. | 48.9 | 87.0 | 48.9 | 0.78 | 53.2 | 84.4 | 53.2 | 0.79 | 59.6 | 86.4 | 59.6 | 0.84 | 68.0 | 89.2 | 68.1 | 0.86 | 70.8 |
R. Forest | 48.9 | 86.9 | 48.9 | 0.77 | 48.9 | 86.9 | 48.9 | 0.77 | 46.8 | 81.1 | 46.8 | 0.75 | 40.4 | 80.0 | 40.4 | 0.71 | 62.8 |
VFI | 48.9 | 82.8 | 48.9 | 0.66 | 48.9 | 82.9 | 48.9 | 0.67 | 51.0 | 83.6 | 51.1 | 0.69 | 46.8 | 81.9 | 46.8 | 0.77 | 62.6 |
Hyper Pipes | 51.1 | 83.4 | 51.1 | 0.72 | 53.2 | 84.0 | 53.2 | 0.70 | 46.8 | 71.8 | 46.8 | 0.74 | 42.6 | 80.3 | 42.0 | 0.75 | 62.3 |
M5P | 48.9 | 82.8 | 48.9 | 0.79 | 55.3 | 86.1 | 55.3 | 0.81 | 42.5 | 81.0 | 42.6 | 0.68 | 27.6 | 75.8 | 27.7 | 0.57 | 60.0 |
KNN | 42.5 | 87.1 | 42.6 | 0.69 | 46.8 | 86.6 | 46.8 | 0.67 | 44.6 | 88.0 | 44.7 | 0.69 | 36.2 | 79.7 | 36.2 | 0.67 | 59.6 |
K means | 40.4 | 81.9 | 40.4 | 0.60 | 46.8 | 82.2 | 46.8 | 0.65 | 42.6 | 80.7 | 42.6 | 0.62 | 34.0 | 78.0 | 34.0 | 0.56 | 55.8 |
Bayes Net | 38.3 | 79.3 | 38.3 | 0.56 | 36.2 | 77.8 | 36.2 | 0.56 | 44.7 | 81.4 | 44.7 | 0.63 | 36.2 | 77.6 | 36.2 | 0.60 | 53.9 |
K star | 48.9 | 83.0 | 48.9 | 0.70 | 38.3 | 79.4 | 38.3 | 0.63 | 36.2 | 79.4 | 36.2 | 0.62 | 23.4 | 76.4 | 23.4 | 0.49 | 53.5 |
Random Tree | 29.8 | 76.6 | 29.8 | 0.53 | 40.4 | 80.2 | 40.4 | 0.60 | 38.3 | 79.5 | 38.3 | 0.59 | 40.4 | 80.2 | 40.4 | 0.60 | 52.9 |
LDA | 53.2 | 84.4 | 53.2 | 0.80 | 27.7 | 80.0 | 32.5 | 0.57 | 8.5 | 86.5 | 16.7 | 0.56 | 14.9 | 83.6 | 23.3 | 0.53 | 50.7 |
J48 | 27.7 | 75.4 | 27.7 | 0.52 | 27.7 | 75.9 | 27.7 | 0.49 | 42.6 | 80.8 | 42.6 | 0.58 | 31.9 | 77.1 | 31.9 | 0.52 | 48.7 |
ASC | 27.7 | 76.0 | 27.7 | 0.52 | 19.2 | 71.8 | 19.1 | 0.46 | 29.8 | 76.7 | 29.8 | 0.52 | 21.2 | 74.8 | 21.3 | 0.45 | 43.1 |