Table 3 Forward Sequential Predictive Analysis for Combined Data. This analysis started with combining both Airport Terminal and Environmental data for M03, then added M06, M09, and M12.
M03 | + M06 | + M09 | + M12 | |
|---|---|---|---|---|
Logistic Regression | ||||
Accuracy | 0.83 | 0.79 | 0.84 | 0.88 |
Precision | 0.84/0.00 | 0.84/0.00 | 0.89/0.38 | 0.91/0.50 |
Recall | 0.98/0.00 | 0.92/0.00 | 0.94/0.25 | 0.97/0.25 |
F1 | 0.90/0.00 | 0.88/0.00 | 0.91/0.30 | 0.94/0.33 |
AUC | 0.490 | 0.462 | 0.593 | 0.608 |
Support Vector Machine | ||||
Accuracy | 0.84 | 0.85 | 0.87 | 0.88 |
Precision | 0.84/0.00 | 0.85/0.00 | 0.87/0.00 | 0.91/0.50 |
Recall | 1.00/0.00 | 1.00/0.00 | 1.00/0.00 | 0.97/0.25 |
F1 | 0.92/0.00 | 0.92/0.00 | 0.93/0.00 | 0.94/0.33 |
AUC | 0.500 | 0.500 | 0.500 | 0.609 |
Random Forest | ||||
Accuracy | 0.84 | 0.85 | 0.87 | 0.87 |
Precision | 0.86/0.50 | 0.86/0.50 | 0.87/0.50 | 0.87/0.50 |
Recall | 0.98/0.11 | 0.99/0.06 | 0.99/0.08 | 0.99/0.08 |
F1 | 0.91/0.18 | 0.92/0.11 | 0.93/0.14 | 0.93/0.14 |
AUC | 0.545 | 0.526 | 0.535 | 0.535 |
