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Table 1 Total error rate (TER), false positive (FPR) and false negative (FNR) rates for the five classification models over the ten thresholds of random noise introduced in the data

From: The effect of mislabeled phenotypic status on the identification of mutation-carriers from SNP genotypes in dairy cattle

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