Table 4.
Feature Pruning Results Using EBBag
| Model | Pruned Feature Set |
|---|---|
| Random Forest | mean skin temperature, mean EDA, BVP Root Mean Square, x-axis median, y-axis minimum, BVP mean IBI |
| Decision Tree | mean skin temperature, mean EDA, x-axis median, z-axis maximum, EDA 20th percentile |
| Logistic Regression | mean skin temperature, mean EDA, number of EDA peaks, y-axis median, x-axis mean average derivative, x-axis total power, number of BVP peaks, z-axis zero-crossing rate, y-axis variance |
| Support Vector Machine | mean skin temperature, EDA number of peaks, EDA 20th percentile, y-axis maximum, z-axis median, BVP root mean square |