From: Transductive learning as an alternative to translation initiation site identification
Downstream | Scenario 1 | Scenario 2 | ||
---|---|---|---|---|
Window | ISVM (inductive) | TSVM(transdutivo) | ISVM (inductive) | TSVM (transdutivo) |
Rattus norvegicus | ||||
235 | 81.30±8.20 | 78.77±4.36 | 61.63±4.69 | 72.00±2.73 |
518 | 88.00±8.67 | 91.00±3.33 | 59.89±6.90 | 79.67±2.73 |
800 | 88.89±4.16 | 88.89±4.16 | 34.66±10.69 | 84.63±2.38 |
1081 | 82.50±13.15 | 85.83±6.55 | 18.01±14.06 | 78.42±4.01 |
1365 | 79.17±13.71 | 82.5±7.10 | 11.41±13.73 | 75.03±3.37 |
1650 | 81.66±10.27 | 95.00±6.19 | 7.93±2.63 | 77.44±3.77 |
Mus musculus | ||||
235 | 83.88±3.94 | 87.16±0.84 | 76.93±1.51 | 84.21±0.45 |
518 | 90.97±1.58 | 92.77±1.50 | 81.75±1.45 | 92.36±0.39 |
800 | 95.28±2.43 | 96.97±0.66 | 78.16±2.35 | 93.72±0.49 |
1081 | 95.70±1.74 | 97.94±1.18 | 79.54±1.47 | 95.53±0.59 |
1365 | 96.58±1.58 | 97.94±1.49 | 67.05±3.67 | 96.16±0.78 |
1650 | 97.40±2.06 | 98.35±1.78 | 65.25±3.94 | 96.74±0.65 |
Homo sapiens | ||||
235 | 88.72±0.44 | 82.83±0.33 | 90.52±0.28 | 87.42±0.11 |
518 | 95.26±0.25 | 91.92±0.26 | 95.71±0.08 | 94.69±0.17 |
800 | 97.17±0.20 | 94.12±0.18 | 97.53±0.26 | 96.57±0.08 |
1081 | 97.74±0.27 | 95.89±0.19 | 97.84±0.23 | 97.44±0.04 |
1365 | 98.31±0.30 | 96.47±0.13 | 98.52±0.21 | 98.09±0.04 |
1650 | 98.33±0.35 | 96.61±0.22 | 98.60±0.24 | 98.41±0.07 |
Drosophila melanogaster | ||||
235 | 90.28±0.46 | 85.98±0.30 | 91.96±0.34 | 90.33±0.07 |
518 | 94.98±0.23 | 91.98±0.25 | 95.38±0.17 | 94.48±0.06 |
800 | 96.38±0.16 | 93.01±0.17 | 96.57±0.30 | 95.54±0.06 |
1081 | 96.80±0.38 | 94.82±0.21 | 96.76±0.25 | 96.21±0.08 |
1365 | 97.36±0.45 | 95.38±0.23 | 97.31±0.18 | 96.66±0.07 |
1650 | 97.32±0.39 | 94.42±0.28 | 97.70±0.30 | 96.57±0.16 |
Arabidopsis thaliana | ||||
235 | 94.74±0.37 | 93.75±0.27 | 94.10±0.14 | 92.76±0.05 |
518 | 98.13±0.17 | 97.50±0.13 | 97.73±0.09 | 97.26±0.04 |
800 | 99.25±0.10 | 98.57±0.12 | 99.01±0.05 | 98.46±0.04 |
1081 | 99.38±0.10 | 98.94±0.10 | 99.24±0.06 | 99.06±0.02 |
1365 | 99.48±0.13 | 99.30±0.14 | 99.44±0.08 | 99.32±0.03 |
1650 | 99.68±0.18 | 99.48±0.21 | 99.44±0.11 | 99.35±0.08 |