Research Article
Neural Models for Imputation of Missing Ozone Data in Air-Quality Datasets
Table 5
Multilayer perceptron results for the WD.
| # of neurons | Training algorithm | MSE | Time (s) | Mean | STD | Mean | STD |
| 10 | LM | | | 0.070 | 0.287 | GDX | | | 0.317 | 0.287 | TB | | | 0.642 | 0.022 | SCG | | | 0.060 | 0.001 | BR | | | 0.074 | 0.003 |
| 30 | LM | | | 0.102 | 0.442 | GDX | | | 0.481 | 0.442 | TB | | | 1.420 | 0.025 | SCG | | | 0.063 | 0.001 | BR | | | 0.102 | 0.005 |
| 50 | LM | | | 0.160 | 1.080 | GDX | | | 0.648 | 1.080 | TB | | | 2.156 | 0.051 | SCG | | | 0.068 | 0.001 | BR | | | 0.161 | 0.010 |
|
|