Table 1. Absolute Error Values on the N = 1 Test Set for All of the Machine Learning Models (in kcal/mol).
|ΔT| |
|
||||||
---|---|---|---|---|---|---|---|
model | mean | std | max | mean | std | max | |
KRR, ref 25 | 0.15 | 0.24 | 3.2 | – | – | – | |
KRR, this work | 0.163 | 0.29 | 4.6 | 29313.2 | 345.5 | 30610.9 | |
ext KRR | 0.004 | 0.02 | 0.6 | 3.4 | 4.3 | 50.7 | |
CNN | 0.044 | 0.10 | 2.3 | 31.5 | 25.0 | 370.1 | |
ResNet | 0.015 | 0.02 | 0.3 | 10.1 | 7.0 | 110.7 |