Table 5 P-values and classification rates of logistic regression models by detected noise variables in the noise layers for the three-layer structure
From: A biplot correlation range for group-wise metabolite selection in mass spectrometry
δi | Level | p-value | classification rate | ||||||
|---|---|---|---|---|---|---|---|---|---|
BCS | FDR1 | FDR2 | STOC | BCS | FDR1 | FDR2 | STOC | ||
0 | 0.01 | 0.0001 | 0.0001 | – | – | 0.6568 | 0.6600 | – | – |
0.03 | 0.0002 | 0.0002 | 0.0002 | 0.0002 | 0.6578 | 0.6547 | 0.6526 | 0.6563 | |
0.05 | 0.0004 | 0.0004 | 0.0004 | 0.0004 | 0.6539 | 0.6508 | 0.6481 | 0.6532 | |
0.07 | 0.0005 | 0.0005 | – | 0.0005 | 0.6578 | 0.6537 | – | 0.6560 | |
0.10 | 0.0005 | 0.0005 | 0.0005 | 0.0005 | 0.6710 | 0.6669 | 0.6663 | 0.6691 | |
0.15 | 0.0004 | 0.0004 | 0.0004 | 0.0004 | 0.6769 | 0.6743 | 0.6739 | 0.6767 | |
0.20 | 0.0001 | 0.0001 | 0.0002 | 0.0001 | 0.6998 | 0.6979 | 0.6958 | 0.6996 | |
0.03 | 0.01 | 0.0097 | – | – | – | 0.6200 | – | – | – |
0.03 | 0.0006 | – | – | 0.0113 | 0.6450 | – | – | 0.6150 | |
0.05 | 0.0000 | – | – | 0.0015 | 0.7200 | – | – | 0.6300 | |
0.07 | 0.0000 | – | – | 0.0000 | 0.8200 | – | – | 0.7000 | |
0.10 | 0.0000 | – | – | 0.0000 | 0.8250 | – | – | 0.7100 | |
0.15 | 0.0000 | – | – | 0.0000 | 0.7900 | – | – | 0.6650 | |
0.20 | 0.0000 | – | – | 0.0000 | 0.8150 | – | – | 0.7700 | |
0.05 | 0.01 | 0.0535 | – | – | – | 0.6000 | – | – | – |
0.03 | 0.0003 | – | – | – | 0.6750 | – | – | – | |
0.05 | 0.0001 | – | – | – | 0.7150 | – | – | – | |
0.07 | 0.0000 | – | – | – | 0.6900 | – | – | – | |
0.10 | 0.0030 | – | – | – | 0.6600 | – | – | – | |
0.15 | 0.0000 | – | – | – | 0.7550 | – | – | – | |
0.20 | 0.0000 | – | – | – | 0.7950 | – | – | – | |