Table 5 Run times in seconds for the different steps of the proposed procedure by using the mPower-based database
Feature selection | Grid search | Classification | Total | |
|---|---|---|---|---|
Gradient Boosting | 392.43 | 379.88 | 24.64 | 796.95 |
Logistic Regression | 19.22 | 15.81 | 9.58 | 44.60 |
Passive Aggressive | 18.27 | 8.82 | 8.99 | 36.09 |
Perceptron | 17.08 | 5.48 | 9.62 | 32.18 |
Random Forest | 939.55 | 281.49 | 82.51 | 1303.55 |
SVM | 18.61 | 13.59 | 9.21 | 41.42 |