Table 1. Best Accuracy Scores for the Weak Models Compared with the Ramprasad Model at Train/Test Split Ratio 80/20.
R2 |
RMSE
(eV) |
||||
---|---|---|---|---|---|
model | train | test | train | test | number of bits |
Ramprasad29 | 0.96 | 0.90 | 0.28 | 0.44 | 600 |
A-FP (A) | 0.94 | 0.90 | 0.35 | 0.46 | 4096 |
AC-FP (A) | 0.95 | 0.90 | 0.33 | 0.45 | |
L-FP (A) | 0.96 | 0.91 | 0.29 | 0.44 | |
R-FP (A) | 0.97 | 0.90 | 0.27 | 0.45 | |
A-FP (B) | 0.94 | 0.90 | 0.36 | 0.45 | 256 |
AC-FP (B) | 0.95 | 0.90 | 0.33 | 0.45 | |
L-FP (C) | 0.96 | 0.91 | 0.30 | 0.42 | 512 |
R-FP (C) | 0.96 | 0.91 | 0.28 | 0.43 |