Research Article

Transportation Mode Detection Based on Permutation Entropy and Extreme Learning Machine

Table 4

Running time and accuracy of 1 : 9 data.

1 : 9Time (s)Training accuracyTesting accuracyNodeActivation function
TrainingTesting

ELM00.018751.21%44.47%50Hardlim
ELM0.01870.037456.53%49.12%100
ELM0.06550.118663.04%52.39%300
ELM0.17470.202869.66%58.72%500
ELM0.51170.299577.76%62.31%800
ELM0.82680.368278.55%60.61%1000
ELM1.32290.427479.93%58.87%1200

ELM1.25420.589770.46%62.53%800Sigmoid
ELM1.92820.661482.10%61.93%1000
ELM2.81430.801882.75%62.27%1200

SVM0.08860.226139.984%