Table 1.
Angles | 120° | 180° | 240° | 300° | 360° | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|
tra:val:test | Means | SD | Means | SD | Means | SD | Means | SD | Means | SD | |
AUC | 1: 1: 1 | 0.996 | 0.004 | 0.997 | 0.002 | 0.997 | 0.001 | 0.996 | 0.002 | 0.855 | 0.012 |
AUC | 2: 2: 1 | 0.997 | 0.003 | 0.996 | 0.002 | 0.997 | 0.002 | 0.996 | 0.003 | 0.874 | 0.016 |
AUC | 3: 3: 1 | 0.999 | 0.001 | 0.999 | 0.001 | 0.999 | 0.001 | 0.998 | 0.001 | 0.905 | 0.020 |
AUC | 4: 4: 1 | 0.999 | 0.001 | 0.998 | 0.002 | 0.999 | 0.001 | 0.999 | 0.001 | 0.911 | 0.025 |
AUC | 5: 5: 1 | 0.997 | 0.002 | 0.998 | 0.002 | 0.998 | 0.001 | 0.998 | 0.001 | 0.909 | 0.017 |
AUC | 5: 5: 1 PMT | 0.519 | 0.028 | 0.527 | 0.019 | 0.527 | 0.025 | 0.527 | 0.014 | 0.526 | 0.019 |
Acc (Test) | 1: 1: 1 | 0.984 | 0.007 | 0.982 | 0.007 | 0.982 | 0.006 | 0.981 | 0.008 | 0.712 | 0.027 |
Acc (Test) | 2: 2: 1 | 0.985 | 0.011 | 0.981 | 0.009 | 0.983 | 0.006 | 0.979 | 0.008 | 0.747 | 0.025 |
Acc (Test) | 3: 3: 1 | 0.985 | 0.007 | 0.990 | 0.005 | 0.986 | 0.004 | 0.983 | 0.011 | 0.812 | 0.042 |
Acc (Test) | 4: 4: 1 | 0.987 | 0.008 | 0.986 | 0.006 | 0.990 | 0.005 | 0.988 | 0.007 | 0.836 | 0.045 |
Acc (Test) | 5: 5: 1 | 0.989 | 0.006 | 0.987 | 0.008 | 0.983 | 0.009 | 0.981 | 0.012 | 0.814 | 0.055 |
Acc (Test) | 5: 5: 1 PMT | 0.408 | 0.208 | 0.511 | 0.183 | 0.412 | 0.179 | 0.457 | 0.212 | 0.426 | 0.193 |
MCC | 1: 1: 1 | 0.924 | 0.028 | 0.911 | 0.030 | 0.911 | 0.026 | 0.907 | 0.036 | 0.352 | 0.015 |
MCC | 2: 2: 1 | 0.924 | 0.049 | 0.905 | 0.040 | 0.914 | 0.028 | 0.898 | 0.035 | 0.391 | 0.026 |
MCC | 3: 3: 1 | 0.927 | 0.032 | 0.946 | 0.025 | 0.927 | 0.018 | 0.916 | 0.046 | 0.462 | 0.053 |
MCC | 4: 4: 1 | 0.932 | 0.038 | 0.930 | 0.029 | 0.947 | 0.022 | 0.938 | 0.034 | 0.489 | 0.067 |
MCC | 5: 5: 1 | 0.942 | 0.028 | 0.935 | 0.036 | 0.917 | 0.040 | 0.909 | 0.050 | 0.489 | 0.063 |
MCC | 5: 5: 1 PMT | −0.038 | 0.044 | −0.012 | 0.067 | −0.015 | 0.068 | −0.030 | 0.101 | −0.009 | 0.079 |
Parameters (MPS:100, ZF:100, AT:23%, BR:14.5mÅ, BMD:0.4Å, BT:0.8Å, LR:0.0008, BS:108, GoogleNet).
5:5:1 PMT showed permutation test using Tra:Val:Test = 5:5:1.
ZF, zoom factor; AT, atom size; BR, bond radius; BMD, minimum bond distance; BT, bond tolerance; LR, learning rate; BS, batch size.