Table 6.
q | MicroAvgF1 | MacroAvgF1 | 1-RankLoss | Fmax | RAccuracy | |
---|---|---|---|---|---|---|
1 | H →H | 91.71 ±0.02 | 82.31 ±0.22 | 90.98 ±0.13 | 91.37 ±0.02 | 10.56 ±0.21 |
M+H →H | 93.70 ±0.02 | 82.33 ±0.21 | 96.91 ±0.03 | 93.87 ±0.02 | 32.30 ±0.26 | |
M →M | 92.01 ±0.10 | 80.50 ±0.41 | 93.04 ±0.02 | 92.71 ±0.10 | 7.85 ±1.15 | |
H+M →M | 93.09 ±0.02 | 80.60 ±0.40 | 96.78 ±0.03 | 93.27 ±0.02 | 19.59 ±0.21 | |
2 | H →H | 80.69 ±0.05 | 57.31 ±0.41 | 80.40 ±0.17 | 80.04 ±0.05 | 25.12 ±0.21 |
M+H →H | 83.56 ±0.03 | 57.81 ±0.44 | 89.24 ±0.04 | 85.04 ±0.03 | 36.25 ±0.11 | |
M →M | 79.02 ±0.01 | 54.82 ±0.41 | 78.43 ±0.02 | 79.26 ±0.01 | 15.78 ±0.05 | |
H+M →M | 83.03 ±0.03 | 55.31 ±0.44 | 87.89 ±0.04 | 82.83 ±0.03 | 31.86 ±0.11 | |
3 | H →H | 70.09 ±0.03 | 40.45 ±0.42 | 68.16 ±0.03 | 70.32 ±0.03 | 23.70 ±0.08 |
M +H→H | 74.76 ±0.04 | 41.37 ±0.39 | 80.44 ±0.04 | 76.58 ±0.04 | 35.62 ±0.11 | |
M →M | 68.89 ±0.08 | 39.27 ±0.25 | 65.40 ±0.10 | 68.25 ±0.08 | 20.59 ±0.21 | |
H+M →M | 73.68 ±0.04 | 40.18 ±0.33 | 76.63 ±0.07 | 72.99 ±0.04 | 32.81 ±0.09 |
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