Table 1. Optimal performance on 3681 human locative protein dataset.
Subcellular location | Size |
MLMK-TLM-I (optimistic)
|
MLMK-TLM-II (moderate)
|
MLMK-TLM-III (pessimistic)
|
|||||||||
SP | SE | MCC | SP | SE | MCC | SP | SE | MCC | |||||
Centrosome | 77 | 0.9063 | 0.7532 | 0.8229 | 0.8772 | 0.6494 | 0.7504 | 0.8235 | 0.7273 | 0.7694 | |||
Cytoplasm | 817 | 0.7845 | 0.8556 | 0.7704 | 0.8061 | 0.8042 | 0.7552 | 0.7380 | 0.8446 | 0.7322 | |||
Cytoskeleton | 79 | 0.9123 | 0.6582 | 0.7710 | 0.7910 | 0.6709 | 0.7231 | 0.8333 | 0.6329 | 0.7212 | |||
Endosome | 24 | 0.9167 | 0.4583 | 0.6467 | 0.8000 | 0.5000 | 0.6306 | 0.9167 | 0.4583 | 0.6467 | |||
Endoplasmic reticulum | 229 | 0.9302 | 0.8734 | 0.8951 | 0.9151 | 0.8472 | 0.8730 | 0.8818 | 0.8472 | 0.8557 | |||
Extracell | 385 | 0.9525 | 0.8857 | 0.9096 | 0.9284 | 0.8753 | 0.8906 | 0.9413 | 0.8753 | 0.8977 | |||
Golgi apparatus | 161 | 0.9214 | 0.8012 | 0.8534 | 0.9161 | 0.8137 | 0.8576 | 0.8705 | 0.7516 | 0.8010 | |||
Lysosome | 77 | 1.0000 | 0.7143 | 0.8426 | 0.9828 | 0.7403 | 0.8504 | 0.9825 | 0.7273 | 0.8426 | |||
Microsome | 24 | 0.9500 | 0.7917 | 0.8665 | 0.8947 | 0.7083 | 0.7949 | 0.8947 | 0.7083 | 0.7949 | |||
Mitochondrion | 364 | 0.9620 | 0.9038 | 0.9255 | 0.9477 | 0.8956 | 0.9131 | 0.9339 | 0.8544 | 0.8825 | |||
Nucleus | 1021 | 0.8479 | 0.9334 | 0.8486 | 0.8156 | 0.9314 | 0.8238 | 0.8287 | 0.8815 | 0.8028 | |||
Peroxisome | 47 | 0.9750 | 0.8298 | 0.8983 | 0.9318 | 0.8723 | 0.9004 | 0.9762 | 0.8723 | 0.9219 | |||
Plasma membrane | 354 | 0.8746 | 0.8672 | 0.8576 | 0.8169 | 0.8446 | 0.8130 | 0.8680 | 0.8362 | 0.8370 | |||
Synapse | 22 | 1.0000 | 0.5455 | 0.7375 | 1.0000 | 0.5455 | 0.7375 | 1.0000 | 0.5000 | 0.7060 | |||
Overall Accuracy/MCC | 87.04%/0.8606 | 85.22%/0.8411 | 83.97%/0.8277 |