Table 6.
Comparison of PLPCA and RLSDSPCA on Datasets Obtained from Gene Expression Omnibus
data set | method | mean ACC | mean macro-REC | mean macro-PRE | mean macro-F1 | macro-AUC |
---|---|---|---|---|---|---|
GSE44076 | PLPCA | 0.8507 | 0.8555 | 0.8762 | 0.8459 | 0.8210 |
RLSDSPCA13 | 0.6121 | 0.6236 | 0.5712 | 0.5198 | 0.5383 | |
GSE14020 | PLPCA | 0.8228 | 0.7240 | 0.6679 | 0.6709 | 0.6811 |
RLSDSPCA13 | 0.8152 | 0.7219 | 0.6692 | 0.6681 | 0.6790 | |
GSE39582 | PLPCA | 0.9960 | 0.9749 | 0.9520 | 0.9603 | 0.9700 |
RLSDSPCA13 | 0.9959 | 0.9748 | 0.9473 | 0.9573 | 0.9650 | |
GSE18842 | PLPCA | 0.8688 | 0.8648 | 0.8864 | 0.8559 | 0.8500 |
RLSDSPCA13 | 0.8166 | 0.8041 | 0.8542 | 0.7837 | 0.8401 | |
GSE35988 | PLPCA | 0.7159 | 0.7640 | 0.7229 | 0.6710 | 0.7111 |
RLSDSPCA13 | 0.7054 | 0.7589 | 0.7108 | 0.6616 | 0.7105 | |
GSE29272 | PLPCA | 0.7925 | 0.7901 | 0.8289 | 0.7814 | 0.7923 |
RLSDSPCA13 | 0.6738 | 0.6676 | 0.7445 | 0.6038 | 0.7601 | |
GSE21034 | PLPCA | 0.8214 | 0.7356 | 0.7044 | 0.6989 | 0.7283 |
RLSDSPCA13 | 0.8190 | 0.7335 | 0.7026 | 0.6968 | 0.7236 | |
GSE28735 | PLPCA | 0.6476 | 0.6558 | 0.6599 | 0.6416 | 0.6449 |
RLSDSPCA13 | 0.5990 | 0.6105 | 0.6169 | 0.5871 | 0.6328 |