Table 1.
No. | Number of compounds in training set | Number of compounds in test set | r2 > 0.6 | (Eq. 3) | (Eq. 4) | (Eq. 5) | AEE ± SD Training set |
AEE ± SD Test set |
Training set range | Refs. |
---|---|---|---|---|---|---|---|---|---|---|
1 | 39 | 10 | 0.917 | 0.909 | 0.917 | 0.999 | 0.161 ± 0.114 | 0.221 ± 0.110 | 4.07 | [23] |
2 | 39 | 10 | 0.880 | 0.879 | 0.857 | 0.999 | 0.237 ± 0.234 | 0.318 ± 0.150 | 4.07 | [23] |
3 | 31 | 10 | 0.715 | 0.715 | 0.617 | 0.997 | 0.167 ± 0.171 | 0.266 ± 0.244 | 1.72 | [24] |
4 | 26 | 11 | 0.725 | 0.310 | 0.691 | 0.997 | 0.233 ± 0.167 | 0.354 ± 0.301 | 2.74 | [25] |
5 | 40 | 10 | 0.906 | 0.904 | 0.904 | 0.999 | 0.121 ± 0.091 | 0.206 ± 0.095 | 2.68 | [26] |
6 | 40 | 10 | 0.892 | 0.879 | 0.892 | 0.999 | 0.122 ± 0.087 | 0.195 ± 0.146 | 2.68 | [26] |
7 | 68 | 17 | 0.261 | 0.012 | 0.052 | 0.957 | 0.503 ± 0.435 | 1.165 ± 0.715 | 5.00 | [27] |
8 | 68 | 17 | 0.444 | 0.220 | 0.404 | 0.977 | 0.331 ± 0.674 | 0.435 ± 0.326 | 4.60 | [27] |
9 | 42 | 11 | 0.834 | 0.823 | 0.818 | 0.824 | 0.872 ± 0.678 | 1.630 ± 1.256 | 14.46 | [28] |
10 | 42 | 9 | 0.588 | 0.552 | 0.511 | 0.999 | 0.040 ± 0.035 | 0.169 ± 0.124 | 1.85 | [29] |
11 | 42 | 9 | 0.748 | 0.496 | 0.730 | 0.999 | 0.053 ± 0.043 | 0.133 ± 0.077 | 1.85 | [29] |
12 | 20 | 6 | 0.963 | 0.962 | 0.983 | 0.787 | 0.052 ± 0.043 | 0.035 ± 0.035 | 0.91 | [30] |
13 | 90 | 22 | 0.372 | 0.376 | -0.292 | 0.950 | 0.432 ± 0.648 | 0.538 ± 0.647 | 6.95 | [31] |
14 | 68 | 17 | 0.382 | 0.136 | 0.309 | 0.975 | 0.364 ± 0.324 | 0.457 ± 0.356 | 4.90 | [31] |
15 | 27 | 5 | 0.088 | − 2.263 | − 1.129 | 0.995 | 0.074 ± 0.094 | 0.315 ± 0.135 | 0.40 | [32] |
16 | 27 | 7 | 0.818 | − 1.721 | 0.563 | 0.993 | 0.412 ± 0.352 | 0.645 ± 0.489 | 3.76 | [33] |
17 | 27 | 7 | 0.763 | − 4.030 | 0.462 | 0.992 | 0.359 ± 0.290 | 0.729 ± 0.511 | 3.76 | [33] |
18 | 89 | 19 | 0.932 | 0.932 | 0.928 | 0.998 | 0.187 ± 0.151 | 0.246 ± 0.204 | 3.95 | [34] |
19 | 89 | 19 | 0.821 | 0.813 | 0.811 | 0.995 | 0.255 ± 0.186 | 0.339 ± 0.368 | 3.95 | [34] |
20 | 66 | 16 | 0.703 | 0.514 | 0.914 | 0.984 | 0.444 ± 0.338 | 0.678 ± 0.411 | 5.45 | [35] |
21 | 66 | 16 | 0.671 | 0.475 | 0.700 | 0.983 | 0.384 ± 0.324 | 0.706 ± 0.461 | 5.45 | [35] |
22 | 66 | 16 | 0.914 | 0.908 | 0.670 | 0.995 | 0.288 ± 0.232 | 0.297 ± 0.307 | 5.45 | [35] |
23 | 32 | 11 | 0.790 | 0.006 | 0.683 | 0.993 | 0.120 ± 0.094 | 0.501 ± 0.249 | 4.68 | [47] |
24 | 40 | 12 | 0.876 | 0.875 | 0.845 | 0.999 | 0.090 ± 0.079 | 0.238 ± 0.088 | 3.35 | [36] |
25 | 40 | 12 | 0.866 | 0.814 | 0.861 | 0.999 | 0.079 ± 0.084 | 0.205 ± 0.140 | 3.35 | [36] |
26 | 63 | 16 | 0.999 | 0.999 | 0.999 | 1.000 | 0.011 ± 0.006 | 0.011 ± 0.006 | 3.76 | [37] |
27 | 40 | 4 | 0.960 | 0.693 | 0.863 | 1.000 | 0.155 ± 0.118 | 0.178 ± 0.105 | 4.25 | [38] |
28 | 22 | 7 | 0.995 | 0.995 | 0.995 | 1.000 | 0.043 ± 0.064 | 0.046 ± 0.032 | 2.56 | [39] |
29 | 22 | 7 | 0.971 | 0.971 | 0.971 | 0.999 | 0.101 ± 0.127 | 0.097 ± 0.097 | 2.56 | [39] |
30 | 50 | 18 | 0.914 | 0.796 | 0.879 | 1.000 | 0.041 ± 0.038 | 0.068 ± 0.134 | 2.35 | [40] |
31 | 50 | 18 | 0.994 | 0.993 | 0.992 | 1.000 | 0.031 ± 0.028 | 0.026 ± 0.028 | 2.35 | [40] |
32 | 52 | 12 | 0.815 | 0.686 | 0.801 | 0.983 | 0.340 ± 0.269 | 0.297 ± 0.261 | 3.32 | [41] |
33 | 58 | 6 | 0.964 | 0.949 | 0.958 | 1.000 | 0.051 ± 0.048 | 0.127 ± 0.117 | 2.90 | [42] |
34 | 58 | 6 | 0.966 | 0.965 | 0.962 | 1.000 | 0.066 ± 0.052 | 0.105 ± 0.076 | 2.90 | [42] |
35 | 47 | 16 | 0.899 | 0.878 | 0.898 | 0.999 | 0.195 ± 0.117 | 0.186 ± 0.153 | 2.16 | [43] |
36 | 52 | 20 | 0.533 | 0.367 | 0.511 | 0.995 | 0.566 ± 0.378 | 0.383 ± 0.314 | 4.28 | [44] |
37 | 52 | 20 | 0.659 | 0.533 | 0.657 | 0.997 | 0.554 ± 0.521 | 0.327 ± 0.230 | 4.28 | [44] |
38 | 52 | 20 | 0.744 | 0.714 | 0.733 | 0.998 | 0.355 ± 0.343 | 0.282 ± 0.213 | 4.28 | [44] |
39 | 52 | 20 | 0.815 | 0.785 | 0.814 | 0.998 | 0.290 ± 0.358 | 0.246 ± 0.181 | 4.28 | [44] |
40 | 31 | 10 | 0.658 | 0.475 | 0.658 | 0.995 | 0.097 ± 0.064 | 0.272 ± 0.202 | 2.17 | [45] |
41 | 68 | 8 | 0.898 | 0.865 | 0.935 | 0.999 | 0.125 ± 0.110 | 0.204 ± 0.151 | 4.03 | [46] |
42 | 68 | 8 | 0.855 | 0.702 | 0.828 | 0.998 | 0.199 ± 0.115 | 0.270 ± 0.148 | 4.03 | [46] |
43 | 53 | 18 | 0.806 | 0.678 | 0.795 | 0.996 | 0.122 ± 0.118 | 0.279 ± 0.203 | 3.78 | [48] |
44 | 53 | 18 | 0.676 | 0.109 | 0.640 | 0.993 | 0.329 ± 0.271 | 0.362 ± 0.276 | 3.78 | [48] |