Table 1 Results of correlations of solvent density by ML.

From: Raloxifene solubility in supercritical CO2 and correlation of drug solubility via hybrid machine learning and gradient based optimization

Model

R-squared value

RMSE

AARD%

Max Error

ET

0.93745

3.9974E + 01

7.46496E + 00

9.43740E + 01

RF

0.86805

5.4424E + 01

1.02939E + 01

1.08163E + 02

GB

0.98577

2.3204E + 01

3.20168E + 00

3.30576E + 01

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