Table 2.
ANN architectures | Linear | 1 neuron | 2 neurons | 3 neurons | 4 neurons |
---|---|---|---|---|---|
Criterion | |||||
Effective number of parameters | 299 ± 5.5 | 260 ± 6.1 | 253 ± 5.9 | 238 ± 5.5 | 220 ± 2.8 |
Correlations in testing set | 0.48 ± 0.03 | 0.54 ± 0.03 | 056 ± 0.02 | 0.57 ± 0.02 | 0.59 ± 0.02 |
Mean squared error in testing set | 0.99 ± 0.04 | 0.77 ± 0.03 | 0.74 ± 0.03 | 0.71 ± 0.02 | 0.72 ± 0.02 |
1 The training-test partitions for this data were random and repeated 50 times; standard errors in parentheses