Table 1 Univariate outliers simulated study
From: Enabling network inference methods to handle missing data and outliers
Outliers | Method | BM1 | BM2 | BM3 | BM4 | BM5 | |||||
|---|---|---|---|---|---|---|---|---|---|---|---|
P | R | P | R | P | R | P | R | ||||
1 % | MIDER | 100 % | 100 % | 84.4 % | 89.7 % | 89.3 % | 85.22 % | 92.0 % | 91.3 % | 99.9 % | 99.9 % |
MIDER+OS | 100 % | 100 % | 96.9 % ∗ | 97.0 % ∗ | 94.6 % ∗ | 91.3 % ∗ | 90.6 % | 90.8 % | 99.8 % | 99.8 % | |
5 % | MIDER | 100 % | 100 % | 85.1 % | 87.7 % | 90.7 % | 84.6 % | 88.7 % | 88.3 % | 99.8 % | 99.8 % |
MIDER+OS | 99.7 % | 99.7 % | 91.0 % ∗ | 92.3 % ∗ | 93.1 % ∗ | 88.1 % ∗ | 87.6 % | 87.9 % | 98.9 % | 98.9 % | |
10 % | MIDER | 100 % | 100 % | 85.7 % | 88.0 % | 86.9 % | 79.8 % | 84.4 % | 86.4 % | 99.4 % | 99.5 % |
MIDER+OS | 99.7 % | 99.7 % | 88.2 % ∗ | 89.7 % ∗ | 90.2 % ∗ | 81.8 % ∗ | 82.7 % | 85.4 % | 99.4 % | 99.5 % | |