Table 2 The thickness of the coatings predicted with three models and thickness determined experimentally (ground truth).
From: Prediction of coating thickness for polyelectrolyte multilayers via machine learning
Film | Ground truth, thickness (nm) | Predicted thickness, QSPR RFE/Bagging | Predicted thickness, QSPR RFE/SVR | Predicted thickness, RFE/Bagging |
|---|---|---|---|---|
PAR30/DEX40 | 51.30 | 68.55 | 43.86 | 308.61 |
CHI50/DEX5 | 42.70 | 62.02 | 91.45 | 265.33 |
CHI50/FUC | 123.00 | 125.84 | 197.79 | 274.23 |
CHI50/CARiota | 109.30 | 161.07 | 232.98 | 278.50 |
PAR30/CARiota_1 | 65.80 | 146.22 | 279.71 | 322.28 |
PAR30/PSS0.2 | 7.80 | 97.00 | 126.70 | 285.69 |
PAR30/PSS4 | 31.50 | 97.00 | 126.89 | 288.20 |
PAR30/DEX20 | 46.00 | 62.74 | 42.77 | 308.61 |
CHI30/HA108 | 162.80 | 308.23 | 285.14 | 335.13 |
CHI20/HA108 | 218.20 | 306.78 | 287.21 | 335.13 |
PAR30/CARiota_2 | 45.90 | 146.22 | 279.71 | 322.28 |