Table 2 Multivariate 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 | P | R | ||
1 % | MIDER | 66.7 % | 66.7 % | 84.9 % | 88.2 % | 86.9 % | 82.0 % | 88.3 % | 88.8 % | 99.9 % | 99.9 % |
MIDER+OS | 100 % ∗ | 100 % ∗ | 91.6 % ∗ | 94.6 % ∗ | 90.8 % ∗ | 88.6 % ∗ | 91.5 % ∗ | 91.2 % ∗ | 98.6 % | 98.6 % | |
5 % | MIDER | 65.7 % | 65.7 % | 83.7 % | 86.8 % | 83.0 % | 74.7 % | 79.6 % | 83.1 % | 98.6 % | 98.6 % |
MIDER+OS | 91.0 % ∗ | 91.0 % ∗ | 86.9 % ∗ | 90.5 % ∗ | 85.6 % ∗ | 80.2 % ∗ | 82.8 % ∗ | 85.1 % ∗ | 97.3 % | 97.3 % | |
10 % | MIDER | 64.0 % | 64.0 % | 80.6 % | 83.2 % | 70.1 % | 69.7 % | 70.4 % | 77.3 % | 98.8 % | 98.8 % |
MIDER+OS | 73.0 % ∗ | 73.0 % ∗ | 82.6 % ∗ | 85.8 % ∗ | 72.8 % ∗ | 71.1 % ∗ | 73.0 % ∗ | 79.2 % ∗ | 98.2 % | 98.2 % | |