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. 2025 Mar 10;26:80. doi: 10.1186/s12859-025-06093-5

Table 5.

Comparison of statistical measures between MLPR and other methods

Dataset Methods SN SP PPV NPV F ACC
Yeast SIGEP 0.4002 0.7947 0.3668 0.8168 0.3828 0.7043
TS-PIN(MLPR) 0.5544 0.8406 0.5082 0.8639 0.5303 0.7750
RWEP 0.5347 0.8347 0.4902 0.8579 0.5115 0.7660
RWO(fruitfly) 0.4344 0.8049 0.3983 0.8272 0.4156 0.7200
RWO(human) 0.4216 0.8011 0.3865 0.8233 0.4033 0.7141
SESN 0.5647 0.8436 0.5177 0.8670 0.5402 0.7797
MLPR 0.5724 0.8459 0.5247 0.8694 0.5475 0.7832
Fruitfly SIGEP 0.1724 0.9049 0.1093 0.9418 0.1338 0.8585
TS-PIN(MLPR) 0.2941 0.9132 0.1864 0.9503 0.2282 0.8740
RWEP 0.2089 0.9074 0.1324 0.9443 0.1621 0.8632
RWO(yeast) 0.2312 0.9089 0.1465 0.9459 0.1794 0.8660
RWO(human) 0.1704 0.9048 0.1080 0.9416 0.1322 0.8583
SESN 0.2982 0.9134 0.1889 0.9506 0.2313 0.8745
MLPR 0.3043 0.9139 0.1928 0.9510 0.2360 0.8752
Human SIGEP 0.2190 0.5856 0.2063 0.6039 0.2125 0.4647
TS-PIN(MLPR) 0.6734 0.8091 0.6343 0.8343 0.6533 0.7643
RWEP 0.6772 0.8109 0.6379 0.8363 0.6569 0.7668
RWO(yeast) 0.6507 0.7979 0.6130 0.8229 0.6313 0.7494
RWO(fruitfly) 0.6565 0.8008 0.6184 0.8258 0.6369 0.7532
SESN 0.5537 0.7502 0.5216 0.7736 0.5372 0.6854
MLPR 0.6862 0.8154 0.6464 0.8409 0.6657 0.7728