Threshold | Variable | KNN | LR | RF | SVM linear | SVM radial |
---|---|---|---|---|---|---|
0.0000 | TER | 0.0401 | 0.0000 | 0.0112 | 0.0000 | 0.0048 |
0.0000 | FPR | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 |
0.0000 | FNR | 1.0000 | 0.0000 | 0.2800 | 0.0000 | 0.1200 |
1.0000 | TER | 0.0369 | 0.0032 | 0.0219 | 0.0225 | 0.0032 |
1.0000 | FPR | 0.0000 | 0.0000 | 0.0000 | 0.0050 | 0.0017 |
1.0000 | FNR | 1.0000 | 0.0952 | 0.5480 | 0.4231 | 0.0400 |
2.5000 | TER | 0.0417 | 0.0080 | 0.0236 | 0.0257 | 0.0016 |
2.5000 | FPR | 0.0000 | 0.0017 | 0.0000 | 0.0050 | 0.0000 |
2.5000 | FNR | 1.0000 | 0.1739 | 0.5900 | 0.5417 | 0.0385 |
5.0000 | TER | 0.0337 | 0.0096 | 0.0301 | 0.0353 | 0.0048 |
5.0000 | FPR | 0.0000 | 0.0066 | 0.0020 | 0.0017 | 0.0000 |
5.0000 | FNR | 0.9130 | 0.1111 | 0.7040 | 0.7241 | 0.1250 |
7.5000 | TER | 0.0338 | 0.0080 | 0.0318 | 0.0353 | 0.0032 |
7.5000 | FPR | 0.0000 | 0.0033 | 0.0000 | 0.0017 | 0.0017 |
7.5000 | FNR | 1.0000 | 0.1250 | 0.7940 | 0.8077 | 0.0357 |
10.0000 | TER | 0.0338 | 0.0048 | 0.0410 | 0.0465 | 0.0048 |
10.0000 | FPR | 0.0000 | 0.0017 | 0.0040 | 0.0000 | 0.0017 |
10.0000 | FNR | 0.8077 | 0.0909 | 0.9280 | 0.9667 | 0.0833 |
12.5000 | TER | 0.0482 | 0.0080 | 0.0479 | 0.0498 | 0.0064 |
12.5000 | FPR | 0.0034 | 0.0017 | 0.0170 | 0.0000 | 0.0033 |
12.5000 | FNR | 0.8750 | 0.1739 | 0.7890 | 1.0000 | 0.0909 |
15.0000 | TER | 0.0418 | 0.0209 | 0.0424 | 0.0417 | 0.0177 |
15.0000 | FPR | 0.0000 | 0.0000 | 0.0040 | 0.0000 | 0.0034 |
15.0000 | FNR | 1.0000 | 0.5000 | 0.9630 | 1.0000 | 0.3000 |
17.5000 | TER | 0.0482 | 0.0144 | 0.0390 | 0.0385 | 0.0193 |
17.5000 | FPR | 0.0000 | 0.0017 | 0.0000 | 0.0000 | 0.0000 |
17.5000 | FNR | 1.0000 | 0.2857 | 0.9750 | 1.0000 | 0.4444 |
20.0000 | TER | 0.0338 | 0.0112 | 0.0488 | 0.0465 | 0.0064 |
20.0000 | FPR | 0.0000 | 0.0000 | 0.0140 | 0.0000 | 0.0017 |
20.0000 | FNR | 0.9545 | 0.2414 | 0.8840 | 1.0000 | 0.1250 |