Table 10.
Comparison of PLPCA and Other Methods on Datasets Obtained from Gene Expression Omnibus
data set | method | mean ACC | mean macro-REC | mean macro-PRE | mean macro-F1 | macro-AUC |
---|---|---|---|---|---|---|
GSE14020 | PLPCA | 0.8228 | 0.7240 | 0.6679 | 0.6709 | 0.6811 |
pLPCA | 0.8038 | 0.7102 | 0.6564 | 0.6546 | 0.6698 | |
RLSDSPCA13 | 0.8152 | 0.7219 | 0.6692 | 0.6681 | 0.6790 | |
SDSPCA11,13 | 0.7876 | 0.6964 | 0.6375 | 0.6354 | 0.6500 | |
RgLPCA12 | 0.8123 | 0.7145 | 0.6619 | 0.6612 | 0.6733 | |
gLSPCA41 | 0.5399 | 0.3788 | 0.4000 | 0.3415 | 0.5237 | |
gLPCA12 | 0.8133 | 0.7177 | 0.6649 | 0.6633 | 0.6745 | |
PCA42 | 0.7800 | 0.6930 | 0.6346 | 0.6306 | 0.6466 | |
GSE39582 | PLPCA | 0.9960 | 0.9749 | 0.9520 | 0.9603 | 0.9700 |
pLPCA | 0.9927 | 0.9732 | 0.9182 | 0.9385 | 0.9609 | |
RLSDSPCA13 | 0.9959 | 0.9748 | 0.9473 | 0.9573 | 0.9650 | |
SDSPCA11,13 | 0.9947 | 0.9742 | 0.9742 | 0.9570 | 0.9623 | |
RgLPCA12 | 0.9932 | 0.9734 | 0.9182 | 0.9387 | 0.9611 | |
gLSPCA41 | 0.9400 | 0.5824 | 0.5614 | 0.5701 | 0.6123 | |
gLPCA12 | 0.9926 | 0.9731 | 0.9173 | 0.9380 | 0.9608 | |
PCA42 | 0.9923 | 0.9730 | 0.9118 | 0.9342 | 0.9600 | |
GSE18842 | PLPCA | 0.8688 | 0.8648 | 0.8864 | 0.8559 | 0.8500 |
pLPCA | 0.8171 | 0.8047 | 0.8505 | 0.7831 | 0.8438 | |
RLSDSPCA13 | 0.8166 | 0.8041 | 0.8542 | 0.7837 | 0.8401 | |
SDSPCA11,13 | 0.8176 | 0.8052 | 0.8552 | 0.7845 | 0.8449 | |
RgLPCA12 | 0.8166 | 0.8043 | 0.8542 | 0.7837 | 0.8452 | |
gLSPCA41 | 0.6300 | 0.6188 | 0.6357 | 0.6078 | 0.6210 | |
gLPCA12 | 0.8183 | 0.8060 | 0.8554 | 0.7856 | 0.8470 | |
PCA42 | 0.8185 | 0.8062 | 0.8556 | 0.7859 | 0.8474 | |
GSE35988 | PLPCA | 0.7159 | 0.7640 | 0.7229 | 0.6710 | 0.7111 |
pLPCA | 0.6697 | 0.7307 | 0.6824 | 0.6267 | 0.6995 | |
RLSDSPCA13 | 0.7054 | 0.7589 | 0.7108 | 0.6616 | 0.7105 | |
SDSPCA11,13 | 0.7009 | 0.7520 | 0.7102 | 0.6550 | 0.7098 | |
RgLPCA12 | 0.6864 | 0.7426 | 0.6953 | 0.6434 | 0.7051 | |
gLSPCA41 | 0.7050 | 0.6450 | 0.6103 | 0.6136 | 0.6800 | |
gLPCA12 | 0.6735 | 0.7334 | 0.6888 | 0.6306 | 0.7002 | |
PCA42 | 0.6764 | 0.7353 | 0.6900 | 0.6336 | 0.7002 | |
GSE29272 | PLPCA | 0.7925 | 0.7901 | 0.8289 | 0.7814 | 0.7923 |
pLPCA | 0.6729 | 0.6672 | 0.7279 | 0.6057 | 0.7591 | |
RLSDSPCA13 | 0.6738 | 0.6676 | 0.7445 | 0.6038 | 0.7601 | |
SDSPCA11,13 | 0.6747 | 0.6686 | 0.7412 | 0.6040 | 0.7614 | |
RgLPCA12 | 0.6700 | 0.6644 | 0.7277 | 0.6023 | 0.7552 | |
gLSPCA41 | 0.5120 | 0.5021 | 0.5555 | 0.3492 | 0.5156 | |
gLPCA12 | 0.6710 | 0.6653 | 0.7280 | 0.6028 | 0.7587 | |
PCA42 | 0.6707 | 0.6649 | 0.7290 | 0.6025 | 0.7585 |