Research Article

Gaussian Pyramid for Nonlinear Support Vector Machine

Table 9

Test results for Swarm behaviour dataset.

Kernel sizeSensitivitySpecificityF1-scoreAccuracyTraining time (s)AUC

3 × 30.930.920.900.9339376.870.98
5 × 50.950.970.940.9618270.780.98
7 × 70.750.830.740.7811076.680.87
9 × 90.890.950.880.917747.420.98
11 × 110.660.850.700.735810.510.84
13 × 130.790.900.790.834724.650.94