Table 6 Statistical error analysis for the ML + GC model using CatBoot approach.

From: Prediction of speed of sound of deep eutectic solvents using artificial neural network coupled with group contribution approach

Model

ARD (%)

MAE

SD

RMSE

R2

CatBoost

Train

0.0381

0.9523

0.0516

2.1677

0.9991

Test

0.0590

1.2349

0.0713

3.0208

0.9993

Total

0.0332

0.9695

0.0556

2.3499

0.9992