Table 9 Initial results of machine learning algorithms used in this work.

From: A machine learning approach for thermodynamic modeling of the statically measured solubility of nilotinib hydrochloride monohydrate (anti-cancer drug) in supercritical CO2

Algorithm

MAE

MSE

R2

RF

4.33E−06

8.00E−11

0.9933

DTs

6.78E−06

2.47E−10

0.9799

MLP

1.18E−05

3.32E−10

0.9724

DNN

1.29E−05

4.44E−10

0.9701