Table 5.
m | MicroAvgF1 | MacroAvgF1 | 1-RankLoss | Fmax | RAccuracy | |
---|---|---|---|---|---|---|
1 | H →H | 96.03 ±0.09 | 86.84 ±0.19 | 96.49 ±0.02 | 95.36 ±0.09 | 17.12 ±1.89 |
M+H →H | 96.77 ±0.01 | 86.86 ±0.23 | 97.20 ±0.01 | 95.55 ±0.01 | 32.55 ±0.16 | |
M →M | 95.48 ±0.04 | 86.19 ±0.22 | 93.83 ±0.01 | 94.98 ±0.04 | 12.22 ±0.73 | |
H+M →M | 96.57 ±0.06 | 86.33 ±0.26 | 97.23 ±0.26 | 95.15 ±0.06 | 33.28 ±1.11 | |
2 | H →H | 89.09 ±0.02 | 67.85 ±0.37 | 86.95 ±0.06 | 87.84 ±0.02 | 23.04 ±0.17 |
M+H →H | 90.82 ±0.02 | 68.47 ±0.37 | 90.54 ±0.05 | 88.84 ±0.02 | 35.24 ±0.13 | |
M →M | 87.31 ±0.06 | 66.78 ±0.48 | 82.46 ±0.04 | 85.95 ±0.06 | 16.69 ±0.41 | |
H+M →M | 90.53 ±0.01 | 67.23 ±0.52 | 91.43 ±0.03 | 88.16 ±0.01 | 37.84 ±0.10 | |
3 | H →H | 82.54 ±0.06 | 53.68 ±0.25 | 79.52 ±0.02 | 81.76 ±0.06 | 25.08 ±0.27 |
M+H →H | 85.87 ±0.05 | 54.78 ±0.27 | 86.17 ±0.09 | 83.74 ±0.05 | 39.38 ±0.20 | |
M →M | 81.45 ±0.05 | 52.84 ±0.55 | 76.54 ±0.07 | 77.69 ±0.05 | 24.71 ±0.19 | |
H+M →M | 84.02 ±0.10 | 53.83 ±0.56 | 82.41 ±0.12 | 79.60 ±0.10 | 35.13 ±0.41 |
q is the number of simulated missing annotations of a gene. H →H directly uses GO annotations of Human to predict annotations of Human genes. M+H →H uses GO annotations of genes from Mouse and Human to predict annotations of Human genes. M →M and H+M →M follow the similar protocol, but make prediction for Mouse genes. The data in boldface is the statistically significant best among these comparing methods for a particular target species, and the significance is checked by paired t-test at 95% confidence intervals