Table 1.
Descriptors | Before Outlier Elimination | After Outlier Elimination | |||||
---|---|---|---|---|---|---|---|
Q2 | R2 | optPC | Q2 | R2 | optPC | Outlier | |
HSEHPCSV | 0.3861 | 0.5781 | 4 | 0.6170 | 0.7338 | 20 | 183, 182, 181, 134 |
ST-scale | 0.4268 | 0.5733 | 12 | 0.5993 | 0.6844 | 13 | 183, 182, 181, 134 |
HESH | 0.4091 | 0.5366 | 2 | 0.5968 | 0.7047 | 10 | 183, 181, 182, 134, 129 |
VSW | 0.4901 | 0.5771 | 3 | 0.5925 | 0.6768 | 5 | 181, 183, 182, 134, 151 |
G-scale | 0.4516 | 0.5527 | 6 | 0.5843 | 0.6574 | 9 | 181, 183, 182, 134, 118 |
FASGAI | 0.4814 | 0.5457 | 5 | 0.5544 | 0.6130 | 6 | 129, 181, 128 |
DPPS | 0.4740 | 0.5637 | 7 | 0.5379 | 0.6278 | 8 | 181, 182, 183, 134 |
E-scale | 0.4956 | 0.5451 | 4 | 0.5144 | 0.5582 | 4 | 181, 182, 183, 112 |
5Z-scale | 0.3903 | 0.4626 | 12 | 0.3974 | 0.4653 | 9 | 181, 182, 183, 172 |
VHSE | 0.4265 | 0.5432 | 12 | 0.3974 | 0.514 | 8 | 181, 182, 183, 172 |
T-scale | 0.3280 | 0.4215 | 9 | 0.3728 | 0.4362 | 9 | 181, 182, 183 |
V-scale | 0.3371 | 0.3785 | 5 | 0.3070 | 0.3458 | 6 | 181, 183, 182 |
Z-scale | 0.2814 | 0.3398 | 4 | 0.2678 | 0.3415 | 4 | 181 |
ISA-ECI | 0.1493 | 0.1916 | 6 | 0.1572 | 0.1836 | 6 | 183, 182, 181 |
MS-WHTM1 | 0.0736 | 0.1488 | 3 | 0.1036 | 0.1678 | 3 | 181, 183, 182 |
MS-WHTM2 | 0.0775 | 0.1445 | 3 | 0.0882 | 0.1617 | 3 | 181, 182, 183 |
Integrated descriptors | 0.4811 | 0.5843 | 3 | 0.6818 | 0.7964 | 8 | 181, 183, 182, 134, 151, 153, 188 |
BOSS | 0.7471 ± 0.0032 | 0.7931 ± 0.0062 | 9.72 ± 3.2199 |
a R2 is the coefficient of determination; Q2 is the cross-validated R2; optPC is optimal principal components for PLS regression model; the results of BOSS are shown in the form of mean value ± standard deviation in 100 runs; the top ranked Q2 scores were marked in bold.