From: Multi-label classification with XGBoost for metabolic pathway prediction
Metrics and methods | Eco | Human | Ara | Yeast | Leish | Trypano |
---|---|---|---|---|---|---|
Hamming loss (\(\downarrow\)) | ||||||
PathoLogic | 0.0685 | 0.0744 | 0.1124 | 0.0507 | 0.0416 | 0.0669 |
PathoLogic+Pruning | 0.0372 | 0.0424 | 0.0649 | 0.0257 | 0.0234 | 0.0530 |
mlLGPR | 0.0804 | 0.0633 | 0.1069 | 0.0550 | 0.0380 | 0.0590 |
triUMPF | 0.0435 | 0.0954 | 0.1560 | 0.0649 | 0.0443 | 0.0776 |
mlXGPR+AB | 0.0146 | 0.0190 | 0.0412 | 0.0146 | 0.0063 | 0.0119 |
mlXGPR+AB+RE | 0.0162 | 0.0226 | 0.0447 | 0.0178 | 0.0075 | 0.0131 |
mlXGPR+Chain | 0.0190 | 0.0190 | 0.0483 | 0.0174 | 0.0075 | 0.0127 |
mlXGPR+RankChain | 0.0158 | 0.0170 | 0.0360 | 0.0154 | 0.0079 | 0.0099 |
Precision (\(\uparrow\)) | ||||||
PathoLogic | 0.6626 | 0.6091 | 0.6799 | 0.6517 | 0.4511 | 0.5099 |
PathoLogic+Pruning | 0.8105 | 0.7688 | 0.8502 | 0.8106 | 0.6667 | 0.6589 |
mlLGPR | 0.6187 | 0.6686 | 0.7372 | 0.6480 | 0.4731 | 0.5455 |
triUMPF | 0.8662 | 0.6080 | 0.7377 | 0.7273 | 0.4161 | 0.4561 |
mlXGPR+AB | 0.9963 | 0.9873 | 0.9833 | 1.0000 | 0.9863 | 0.9739 |
mlXGPR+AB+RE | 0.9890 | 0.9744 | 0.9649 | 0.9742 | 0.9474 | 0.9437 |
mlXGPR+Chain | 0.9675 | 0.9793 | 0.9641 | 0.9793 | 0.9359 | 0.9441 |
mlXGPR+RankChain | 0.9819 | 0.9797 | 0.9861 | 0.9847 | 0.9241 | 0.9573 |
Recall (\(\uparrow\)) | ||||||
PathoLogic | 0.8893 | 0.9104 | 0.8373 | 0.9476 | 0.9540 | 0.8857 |
PathoLogic+Pruning | 0.9055 | 0.8817 | 0.8235 | 0.9345 | 0.6437 | 0.4857 |
mlLGPR | 0.8827 | 0.8459 | 0.7314 | 0.8603 | 0.9080 | 0.8914 |
triUMPF | 0.7590 | 0.3835 | 0.3529 | 0.3319 | 0.7126 | 0.6229 |
mlXGPR+AB | 0.8827 | 0.8387 | 0.8098 | 0.8384 | 0.8276 | 0.8514 |
mlXGPR+AB+RE | 0.8762 | 0.8172 | 0.8078 | 0.8253 | 0.8276 | 0.8629 |
mlXGPR+Chain | 0.8730 | 0.8459 | 0.7902 | 0.8253 | 0.8391 | 0.8686 |
mlXGPR+RankChain | 0.8860 | 0.8638 | 0.8333 | 0.8428 | 0.8391 | 0.8971 |
F1 Score (\(\uparrow\)) | ||||||
PathoLogic | 0.7594 | 0.7299 | 0.7504 | 0.7722 | 0.6125 | 0.6472 |
PathoLogic+Pruning | 0.8554 | 0.8214 | 0.8367 | 0.8682 | 0.6550 | 0.5592 |
mlLGPR | 0.7275 | 0.7468 | 0.7343 | 0.7392 | 0.6220 | 0.6768 |
triUMPF | 0.8090 | 0.4703 | 0.4775 | 0.4735 | 0.5254 | 0.5266 |
mlXGPR+AB | 0.9361 | 0.9070 | 0.8882 | 0.9121 | 0.9000 | 0.9085 |
mlXGPR+AB+RE | 0.9292 | 0.8889 | 0.8794 | 0.8936 | 0.8834 | 0.9015 |
mlXGPR+Chain | 0.9178 | 0.9077 | 0.8685 | 0.8957 | 0.8848 | 0.9048 |
mlXGPR+RankChain | 0.9315 | 0.9181 | 0.9033 | 0.9082 | 0.8795 | 0.9263 |