Table 1.
Model No. | Model | q2 | N | SEP | SEE | r2 | F | Field Contributions | ||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
S | E | H | D | A | ||||||||
1 | CoMSIA-S | 0.393 | 1 | 0.668 | 0.432 | 0.746 | 47.005 | 1 | ||||
2 | CoMSIA-E | 0.414 | 9 | 0.928 | 0.004 | 1.000 | 75,589.127 | 1 | ||||
3 | CoMSIA-H | 0.493 | 9 | 0.863 | 0.007 | 1.000 | 26,900.499 | 1 | ||||
4 | CoMSIA-D | 0.251 | 8 | 0.989 | 0.02 | 1.000 | 3582.73 | 1 | ||||
5 | CoMSIA-A | 0.493 | 3 | 0.652 | 0.288 | 0.901 | 42.56 | 1 | ||||
6 | CoMSIA-SE | 0.443 | 7 | 0.809 | 0.004 | 1.000 | 83,581.585 | 0.335 | 0.665 | |||
7 | CoMSIA-SEH | 0.439 | 2 | 0..663 | 0.203 | 0.948 | 135.576 | 0.193 | 0.432 | 0.375 | ||
8 | CoMSIA-SEHD | 0.437 | 10 | 0.973 | 0.000 | 1.000 | 5.92 × 106 | 0.143 | 0.308 | 0.251 | 0.298 | |
9 | CoMSIA-SEHA | 0.530 | 2 | 0.607 | 0.190 | 0.954 | 155.022 | 0.135 | 0.285 | 0.258 | 0.322 | |
10 | CoMSIA-SED | 0.448 | 4 | 0.707 | 0.037 | 0.998 | 2115.698 | 0.193 | 0.412 | 0.394 | ||
11 | CoMSIA-SEA | 0.552 | 2 | 0.593 | 0.209 | 0.944 | 126.755 | 0.185 | 0.38 | 0.434 | ||
12 | CoMSIA-SEDA | 0.581 | 7 | 0.702 | 0.007 | 1.000 | 33,768.991 | 0.129 | 0.28 | 0.296 | 0.294 | |
13 | CoMSIA-SH | 0.504 | 5 | 0.697 | 0.067 | 0.995 | 523.658 | 0.349 | 0.651 | |||
14 | CoMSIA-SD | 0.356 | 10 | 1.04 | 0.005 | 1.000 | 56,928.168 | 0.342 | 0.658 | |||
15 | CoMSIA-SA | 0.639 | 7 | 0.732 | 0.014 | 0.989 | 6334.553 | 0.387 | 0.613 | |||
16 | CoMSIA-SHD | 0.434 | 5 | 0.745 | 0.056 | 0.997 | 755.261 | 0.211 | 0.378 | 0.411 | ||
17 | CoMSIA-SHA | 0.579 | 7 | 0.703 | 0.021 | 1.000 | 3754.265 | 0.217 | 0.385 | 0.398 | ||
18 | CoMSIA-SDA | 0.599 | 10 | 0.821 | 0.001 | 1.000 | 823,177.397 | 0.185 | 0.397 | 0.418 | ||
19 | CoMSIA-SHDA | 0.594 | 6 | 0.659 | 0.021 | 1.000 | 4613.236 | 0.137 | 0.251 | 0.3 | 0.312 | |
20 | CoMSIA-EH | 0.421 | 2 | 0.674 | 0.216 | 0.941 | 118.677 | 0.533 | 0.467 | |||
21 | CoMSIA-ED | 0.404 | 4 | 0.734 | 0.072 | 0.994 | 556.137 | 0.516 | 0.484 | |||
22 | CoMSIA-EA | 0.517 | 2 | 0.615 | 0.24 | 0.926 | 94.322 | 0.46 | 0.54 | |||
23 | CoMSIA-EHD | 0.424 | 2 | 0.672 | 0.198 | 0.950 | 143.245 | 0.352 | 0.307 | 0.341 | ||
24 | CoMSIA-EHA | 0.512 | 2 | 0.619 | 0.205 | 0.947 | 132.798 | 0.328 | 0.299 | 0.373 | ||
25 | CoMSIA-EDA | 0.586 | 7 | 0.698 | 0.011 | 1.000 | 13,051.808 | 0.321 | 0.339 | 0.34 | ||
26 | CoMSIA-EHDA | 0.557 | 9 | 0.807 | 0.001 | 1.000 | 1.71 × 106 | 0.248 | 0.214 | 0.272 | 0.266 | |
27 | CoMSIA-HD | 0.408 | 2 | 0.681 | 0.248 | 0.921 | 87.997 | 0.487 | 0.513 | |||
28 | CoMSIA-HA | 0.514 | 2 | 0.618 | 0.239 | 0.927 | 95.784 | 0.45 | 0.55 | |||
29 | CoMSIA-HDA | 0.596 | 5 | 0.63 | 0.051 | 0.997 | 907.891 | 0.289 | 0.35 | 0.361 | ||
30 | CoMSIA-DA | 0.626 | 8 | 0.813 | 0.003 | 1.000 | 154,958.201 | 0.492 | 0.508 | |||
31 | CoMSIA-ALL | 0.557 | 8 | 0.761 | 0.001 | 1.000 | 1.44 × 106 | 0.103 | 0.225 | 0.192 | 0.242 | 0.239 |
a q2 = the square of the LOO cross-validation (CV) coefficient; N = the optimum number of components; SEP = standard error of prediction; SEE is the standard error of estimation of non CV analysis; r2 is the square of the non CV coefficient; F is the F-test value. S, E, H, D and A are the steric, electrostatic, hydrophobic, hydrogen-bond donor and hydrogen-bond acceptor contributions, respectively.