Table 2. Correlation Coefficient of Predicted and Computed (Using AM1 Method) Values of the First Hyperpolarizability (log10 Scale) on Traning, Validation, and Test Set Corresponding to ML Methods and Descriptors/Fingerprint.
ML methods | descriptors/fingerprint | training | validation | test |
---|---|---|---|---|
random forest | 1D and 2D | 0.99 | 0.96 | 0.97 |
Pubchem | 0.95 | 0.92 | 0.92 | |
Klekota | 0.98 | 0.96 | 0.95 | |
neural network | 1D and 2D | 0.98 | 0.96 | 0.97 |
Pubchem | 0.95 | 0.93 | 0.93 | |
Klekota | 0.98 | 0.97 | 0.97 |