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. 2020 Mar 9;5(10):5318–5325. doi: 10.1021/acsomega.9b04339

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