Table 2. Prediction Performance of MLatticeABC in Terms of R2 Score for a, b, c, and V over Different Crystal Systems.
crystal system | train set size | test set size | a | b | c | V |
---|---|---|---|---|---|---|
cubic | 14,660 | 3665 | 0.973 ± 0.007 | 0.793 ± 0.115 | ||
hexagonal | 7394 | 1849 | 0.900 ± 0.013 | 0.757 ± 0.036 | 0.852 ± 0.117 | |
trigonal | 8868 | 2218 | 0.838 ± 0.013 | 0.700 ± 0.075 | 0.898 ± 0.063 | |
tetragonal | 11,723 | 2931 | 0.858 ± 0.011 | 0.677 ± 0.029 | 0.862 ± 0.033 | |
orthorhombic | 21,440 | 5361 | 0.779 ± 0.012 | 0.603 ± 0.029 | 0.654 ± 0.022 | 0.787 ± 0.070 |
monoclinic | 23,897 | 5975 | 0.530 ± 0.022 | 0.498 ± 0.015 | 0.518 ± 0.013 | 0.881 ± 0.076 |
triclinic | 12,237 | 3060 | 0.788 ± 0.011 | 0.754 ± 0.021 | 0.664 ± 0.024 | 0.856 ± 0.103 |