Table 1 Performance of the constructed models measured as root-mean-square error (RMSE, nm) for three data sets. QSPR: quantitative structure–property relationship, SVR: support vector regression.

From: Prediction of coating thickness for polyelectrolyte multilayers via machine learning

RMSE (nm)

QSPR

Bagging regressor

QSPR

SVR

Bagging regressor

Training set

46.7

76

50.9

Test set

68.7

113.8

73.8

Validation set

74.7

123.1

226.6