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Table 3 Landslide statistical results by different SVM kernel functions

From: Support vector machine modeling of earthquake-induced landslides susceptibility in central part of Sichuan province, China

Models Susceptibility class Success rate Prediction rate
VLS LS MS HS VHS
Linear %area 8.39 29.83 27.00 23.87 10.91 0.77 0.78
%landslide 0.44 6.67 18.73 38.41 35.75
LND 0.05 0.22 0.69 1.61 3.28
Polynomial %area 28.01 27.95 13.56 12.66 17.83 0.91 0.86
%landslide 1.27 4.52 8.89 16.71 68.61
LND 0.05 0.16 0.66 1.32 3.85
Radial basic %area 11.16 54.29 10.09 9.01 14.82 0.97 0.82
%landslide 1.83 5.79 5.67 11.63 75.08
LND 0.16 0.11 0.56 1.29 5.07
Sigmoid %area 1.12 7.03 29.56 62.27 0.01 0.58 0.58
%landslide 0.12 0.71 2.82 96.27 0.08
LND 0.11 0.10 0.10 1.55 7.78