Table 1.
The performance of the proposed method with different values for the mixing parameter p on the DREAM3 problems.
Ecoli1 | Ecoli2 | Yeast1 | Yeast2 | Yeast3 | ||
---|---|---|---|---|---|---|
AVG | AVG | AVG | AVG | AVG | ||
± STD | ± STD | ± STD | ± STD | ± STD | ||
Proposed method | (p = 1.0) | 0.41910 | 0.54478 | 0.50084 | 0.39486 | 0.31297 |
±0.00390 | ±0.00586 | ±0.00287 | ±0.00344 | ±0.00224 | ||
Proposed method | (p = 0.9) | 0.42143 | 0.54539 | 0.50594 | 0.40047 | 0.32093 |
±0.00378 | ±0.00563 | ±0.00289 | ±0.00370 | ±0.00221 | ||
Proposed method | (p = 0.8) | 0.42307 | 0.54607 | 0.50825 | 0.40261 | 0.32234 |
±0.00380 | ±0.00530 | ±0.00301 | ±0.00371 | ±0.00245 | ||
Proposed method | (p = 0.7) | 0.42422 | 0.54674 | 0.50984 | 0.40384 | 0.32256 |
±0.00395 | ±0.00523 | ±0.00314 | ±0.00377 | ±0.00263 | ||
Proposed method | (p = 0.6) | 0.42493 | 0.54736 | 0.51055 | 0.40446 | 0.32223 |
±0.00420 | ±0.00537 | ±0.00347 | ±0.00384 | ±0.00272 | ||
Proposed method | (p = 0.5) | 0.42532 | 0.54772 | 0.51060 | 0.40419 | 0.32151 |
±0.00437 | ±0.00542 | ±0.00395 | ±0.00393 | ±0.00278 | ||
Proposed method | (p = 0.4) | 0.42520 | 0.54767 | 0.50996 | 0.40321 | 0.32054 |
±0.00465 | ±0.00579 | ±0.00446 | ±0.00393 | ±0.00291 | ||
Proposed method | (p = 0.3) | 0.42410 | 0.54689 | 0.50856 | 0.40179 | 0.31975 |
±0.00533 | ±0.00658 | ±0.00472 | ±0.00378 | ±0.00297 | ||
Proposed method | (p = 0.2) | 0.42216 | 0.54514 | 0.50655 | 0.40059 | 0.31922 |
±0.00663 | ±0.00766 | ±0.00489 | ±0.00386 | ±0.00293 | ||
Proposed method | (p = 0.1) | 0.42034 | 0.54344 | 0.50332 | 0.40046 | 0.31881 |
±0.00757 | ±0.00813 | ±0.00507 | ±0.00390 | ±0.00265 | ||
Proposed method | (p = 0.0) | 0.07094 | 0.07486 | 0.09892 | 0.13139 | 0.13949 |
±0.00195 | ±0.00206 | ±0.00252 | ±0.00232 | ±0.00284 | ||
Random-forest-based inference method | 0.41918 | 0.54477 | 0.50083 | 0.39482 | 0.31291 | |
(Kimura et al., 2019) | ±0.00388 | ±0.00586 | ±0.00285 | ±0.00344 | ±0.00223 |
The performance of the random-forest-based inference method (Kimura et al., 2019) is also shown. AVG and STD represent the averaged AURPC and its standard deviation, respectively.