Table 1 The area under the curve and accuracy of models’ responses in sampling ratios for the combination zone including plain and mountain (PM) and for the mountainous only zone (M)
Zone | Model | Sampling ratio (Sampling numbers) | Area under the curve on test data set | Accuracy | ||
|---|---|---|---|---|---|---|
Precision & Recall | TPR & TNR | TPR & FPR | ||||
Combination zone including plain and mountain (PM) | PM 1 | 1:1 (5627:5627) | 0.937 | 0.948 | 0.891 | 0.892 |
PM 2 | 1:2 (5627:11254) | 0.938 | 0.968 | 0.907 | 0.911 | |
PM 3 | 1:3 (5627:16881) | 0.903 | 0.967 | 0.915 | 0.920 | |
PM 4 | 1:4 (5627:22508) | 0.833 | 0.957 | 0.905 | 0.916 | |
PM 5 | 1:5 (5627:28135) | 0.854 | 0.967 | 0.911 | 0.932 | |
PM 6 | 1:10 (5627:56270) | 0.754 | 0.964 | 0.910 | 0.943 | |
Mountainous zone (M) | M 1 | 1:1 (5627:5627) | 0.941 | 0.951 | 0.891 | 0.892 |
M 2 | 1:2 (5627:11254) | 0.897 | 0.952 | 0.886 | 0.894 | |
M 3 | 1:3 (5627:16881) | 0.872 | 0.952 | 0.887 | 0.894 | |
M 4 | 1:4 (5627:22508) | 0.845 | 0.949 | 0.881 | 0.910 | |
M 5 | 1:5 (5627:28135) | 0.800 | 0.949 | 0.883 | 0.918 | |
M 6 | 1:10 (5627:56270) | 0.710 | 0.956 | 0.893 | 0.940 | |