Table 3 Performance metrics for Niflumic acid solubility prediction.

From: Analysis of a nonsteroidal anti inflammatory drug solubility in green solvent via developing robust models based on machine learning technique

 

Model

R-squared

RMSE

AARD%

Max Error

Train

ADA-ARD

0.88032

3.9987E-01

2.51012E + 01

9.99869E-01

ADA-BRR

0.82017

4.5014E-01

2.95978E + 01

1.20332E + 00

ADA-GPR

0.99513

9.9978E-02

5.08127E + 00

1.99940E-01

10-fold CV

ADA-ARD

0.81025

5.0117E-01

3.30326E + 01

1.23048E + 00

ADA-BRR

0.75038

5.4993E-01

3.79281E + 01

1.30427E + 00

ADA-GPR

0.98309

1.5066E-01

1.16914E + 01

2.50275E-01

Test

ADA-ARD

0.82487

4.7669E-01

3.17866E + 01

1.13665E + 00

ADA-BRR

0.76323

5.3640E-01

3.65003E + 01

1.24325E + 00

ADA-GPR

0.98661

1.4014E-01

9.14587E + 00

2.40965E-01