From: MSLP: mRNA subcellular localization predictor based on machine learning techniques
ER (1185) | Metric | GNB | DT | RF | XGB | CatB | SVC |
---|---|---|---|---|---|---|---|
Kmer | Sen | 61.60 | 68.80 | 79.30 | 83.10 | 83.10 | 87.30 |
Spe | 70.60 | 62.60 | 80.70 | 80.70 | 83.60 | 82.80 | |
ACC | 66.10 | 65.70 | 80.00 | 81.90 | 83.40 | 85.10 | |
Pre | 70.60 | 62.60 | 80.70 | 80.70 | 83.60 | 82.80 | |
F1 | 66.00 | 65.70 | 80.00 | 81.90 | 83.40 | 85.00 | |
MCC | 0.323 | 0.314 | 0.6 | 0.638 | 0.667 | 0.702 | |
PseKNC | Sen | 59.10 | 65.80 | 79.70 | 86.90 | 85.20 | 87.80 |
Spe | 73.10 | 67.20 | 84.90 | 79.00 | 84.50 | 82.80 | |
ACC | 66.10 | 66.50 | 82.30 | 82.90 | 84.80 | 85.30 | |
Pre | 73.10 | 67.20 | 84.90 | 79.00 | 84.50 | 82.80 | |
F1 | 65.90 | 66.50 | 82.30 | 82.90 | 84.80 | 85.30 | |
MCC | 0.325 | 0.331 | 0.647 | 0.661 | 0.697 | 0.706 | |
Physiochemical | Sen | 56.50 | 66.70 | 77.60 | 80.20 | 81.40 | 83.10 |
Spe | 73.90 | 67.20 | 77.30 | 80.30 | 79.00 | 71.40 | |
ACC | 65.30 | 66.90 | 77.50 | 80.20 | 80.20 | 77.30 | |
Pre | 73.90 | 67.20 | 77.30 | 80.30 | 79.00 | 71.40 | |
F1 | 65.00 | 66.90 | 77.50 | 80.20 | 80.20 | 77.20 | |
MCC | 0.31 | 0.339 | 0.549 | 0.604 | 0.604 | 0.549 | |
Z-curve | Sen | 58.60 | 64.60 | 75.10 | 81.90 | 81.90 | 85.20 |
Spe | 70.20 | 65.10 | 81.90 | 76.10 | 80.30 | 76.10 | |
ACC | 64.40 | 64.80 | 78.50 | 78.90 | 81.10 | 80.60 | |
Pre | 70.20 | 65.10 | 81.90 | 76.10 | 80.30 | 76.10 | |
F1 | 64.30 | 64.80 | 78.50 | 78.90 | 81.10 | 80.60 | |
MCC | 0.29 | 0.297 | 0.572 | 0.58 | 0.621 | 0.615 | |
All features | Sen | 58.20 | 73.00 | 79.70 | 85.70 | 86.50 | 77.20 |
Spe | 73.10 | 71.00 | 78.20 | 78.60 | 80.70 | 71.40 | |
ACC | 65.70 | 72.00 | 78.90 | 82.10 | 83.60 | 74.30 | |
Pre | 73.10 | 71.00 | 78.20 | 78.60 | 80.70 | 71.40 | |
F1 | 65.50 | 72.00 | 78.90 | 82.10 | 83.60 | 74.30 | |
MCC | 0.317 | 0.44 | 0.579 | 0.644 | 0.673 | 0.487 |