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Table 2 Degree of volume reduction modeling

From: Application of data-intelligence algorithms for modeling the compaction performance of new pharmaceutical excipients

Degree of volume reduction

 

Training

Testing

R2

RMSE

MSE

R

R2

RMSE

MSE

R

Avicel® PH101-ANFIS

0.99983

0.00086

0.00001

0.99992

0.999655

0.013453

6.89E−05

0.999828

Avicel® PH101-ANN

0.99446

0.00496

0.00037

0.99723

0.99722

0.03821

0.000556

0.998609

Avicel® PH101-MLR

0.99427

0.00505

0.00038

0.99713

0.980304

0.101712

0.003939

0.990103

ES-ANFIS

0.99986

0.00078

0.00001

0.99993

0.993002

0.036486

0.0014

0.996495

ES-ANN

0.99252

0.00577

0.00050

0.99625

0.986784

0.05014

0.002643

0.99337

ES-MLR

0.98164

0.00903

0.00122

0.99078

0.959839

0.087405

0.008032

0.979714

PS-ANFIS

0.99904

0.00206

0.00006

0.99952

0.996078

0.026833

0.000784

0.998037

PS-ANN

0.99831

0.00274

0.00011

0.99916

0.993253

0.035197

0.001349

0.996621

PS-MLR

0.99530

0.00457

0.00031

0.99765

0.991564

0.039357

0.001687

0.995773

AS-ANFIS

0.99982

0.00090

0.00001

0.99991

0.995259

0.035777

0.000948

0.997627

AS-ANN

0.99978

0.00098

0.00001

0.99989

0.994208

0.039544

0.001158

0.9971

AS-MLR

0.95461

0.01420

0.00303

0.97704

0.987262

0.058643

0.002548

0.99361