Table 4 The performance measures of MLP and MLR for functional properties of nano \(\hbox {TiO}_2\) coated cotton.

From: Prediction of functional properties of nano \(\hbox {TiO}_2\) coated cotton composites by artificial neural network

Multifunctional properties

Methods

RMSE

MAE

\(\hbox {R}^{2}\)

r

Nano \(\hbox {TiO}_2\) Coated amount

MLP

41.19

27.97

0.903

0.9503

MLR

70.94

55.64

0.86

0.9274

Self-cleaning efficiency

MLP

5.35

4.59

0.95

0.9747

MLR

6.10

5.25

0.52

0.7211

Antimicrobial efficiency

MLP

7.51

6.98

0.95

0.9747

MLR

8.27

7.69

0.54

0.7348

UPF

MLP

6.82

5.81

0.93

0.9644

MLR

3.45

7.46

0.85

0.9220