From: Evaluating different methods of microarray data normalization
Percentage of DEG | Sinusoid | Banana | Mixed | |||||||
---|---|---|---|---|---|---|---|---|---|---|
Method | 25% Quantile | Median | 75% Quantile | 25% Quantile | Median | 75% Quantile | 25% Quantile | Median | 75% Quantile | |
5% | Loess | 0.00356 | 0.00373 | 0.00389 | 0.00379 | 0.00392 | 0.00407 | 0.05214 | 0.05234 | 0.05259 |
Splines | 0.00354 | 0.00370 | 0.00387 | 0.00379 | 0.00393 | 0.00407 | 0.05237 | 0.05258 | 0.05283 | |
Wavelets | 0.00351 | 0.00368 | 0.00384 | 0.00438 | 0.00450 | 0.00466 | 0.05227 | 0.05247 | 0.05272 | |
Kernel | 0.03799 | 0.03816 | 0.03838 | 0.17380 | 0.17441 | 0.17487 | 0.18858 | 0.18882 | 0.18904 | |
SVR | 0.00337 | 0.00353 | 0.00369 | 0.00357 | 0.00368 | 0.00382 | 0.05034 | 0.05049 | 0.05067 | |
10% | Loess | 0.00709 | 0.00723 | 0.00743 | 0.00758 | 0.00780 | 0.00799 | 0.05483 | 0.05506 | 0.05532 |
Splines | 0.00707 | 0.00721 | 0.00741 | 0.00763 | 0.00787 | 0.00805 | 0.05507 | 0.05532 | 0.05556 | |
Wavelets | 0.00705 | 0.00718 | 0.00739 | 0.00858 | 0.00881 | 0.00898 | 0.05497 | 0.05522 | 0.05547 | |
Kernel | 0.03837 | 0.03857 | 0.03886 | 0.15366 | 0.15461 | 0.15523 | 0.18801 | 0.18830 | 0.18867 | |
SVR | 0.00672 | 0.00688 | 0.00707 | 0.00709 | 0.00731 | 0.00750 | 0.05150 | 0.05164 | 0.05183 | |
15% | Loess | 0.01041 | 0.01061 | 0.01094 | 0.01108 | 0.01136 | 0.01165 | 0.05964 | 0.05985 | 0.06012 |
Splines | 0.01039 | 0.01060 | 0.01091 | 0.01109 | 0.01136 | 0.01165 | 0.05990 | 0.06013 | 0.06039 | |
Wavelets | 0.01038 | 0.01058 | 0.01089 | 0.01251 | 0.01276 | 0.01310 | 0.05978 | 0.06003 | 0.06029 | |
Kernel | 0.03867 | 0.03897 | 0.03927 | 0.12923 | 0.13026 | 0.13111 | 0.19337 | 0.19367 | 0.19414 | |
SVR | 0.00986 | 0.01006 | 0.01032 | 0.01027 | 0.01056 | 0.01081 | 0.05499 | 0.05526 | 0.05550 | |
20% | Loess | 0.01393 | 0.01418 | 0.01444 | 0.01487 | 0.01519 | 0.01542 | 0.06362 | 0.06398 | 0.06432 |
Splines | 0.01393 | 0.01415 | 0.01442 | 0.01486 | 0.01518 | 0.01542 | 0.06390 | 0.06425 | 0.06460 | |
Wavelets | 0.01390 | 0.01414 | 0.01440 | 0.01631 | 0.01666 | 0.01689 | 0.06375 | 0.06410 | 0.06445 | |
Kernel | 0.03915 | 0.03957 | 0.04004 | 0.12265 | 0.12366 | 0.12464 | 0.19808 | 0.19858 | 0.19909 | |
SVR | 0.01310 | 0.01334 | 0.01365 | 0.01365 | 0.01399 | 0.01416 | 0.05809 | 0.05835 | 0.05858 | |
40% | Loess | 0.02772 | 0.02813 | 0.02862 | 0.02969 | 0.03004 | 0.03043 | 0.07856 | 0.07910 | 0.07975 |
Splines | 0.02774 | 0.02814 | 0.02861 | 0.02966 | 0.03002 | 0.03038 | 0.07884 | 0.07937 | 0.08002 | |
Wavelets | 0.02771 | 0.02811 | 0.02859 | 0.03012 | 0.03049 | 0.03092 | 0.07873 | 0.07926 | 0.07995 | |
Kernel | 0.04195 | 0.04261 | 0.04316 | 0.15640 | 0.15816 | 0.16012 | 0.20368 | 0.20443 | 0.20518 | |
SVR | 0.02545 | 0.02581 | 0.02614 | 0.02656 | 0.02685 | 0.02724 | 0.06786 | 0.06830 | 0.06862 |