Table B.2.
Hyperparameters selected by grid-search for each evaluated model for American states.
| Country | State | Component | BRNN |
CUBIST |
KNN |
QRF |
SVR |
|
|---|---|---|---|---|---|---|---|---|
| no. of Neurons | no. of Committees | no. of Instances | no. of Neighbors | no. of Randomly Selected Predictors | Cost | |||
| USA | CA | IMF1 | 1 | 1 | 9 | 5 | 4 | 1 |
| IMF2 | 1 | 1 | 0 | 5 | 4 | 1 | ||
| IMF3 | 4 | 1 | 9 | 11 | 3 | 1 | ||
| IMF4 | 5 | 20 | 0 | 9 | 5 | 1 | ||
| IMF5 | 5 | 1 | 5 | 5 | 5 | 1 | ||
| Non-decomposed | 1 | 20 | 5 | 5 | 4 | 1 | ||
| IL | IMF1 | 5 | 20 | 5 | 5 | 5 | 1 | |
| IMF2 | 1 | 20 | 5 | 5 | 4 | 1 | ||
| IMF3 | 5 | 20 | 5 | 5 | 3 | 1 | ||
| IMF4 | 5 | 20 | 9 | 5 | 5 | 1 | ||
| IMF5 | 5 | 10 | 0 | 5 | 5 | 1 | ||
| Non-decomposed | 1 | 20 | 5 | 5 | 4 | 1 | ||
| MA | IMF1 | 3 | 1 | 5 | 5 | 5 | 1 | |
| IMF2 | 1 | 20 | 5 | 5 | 4 | 1 | ||
| IMF3 | 4 | 20 | 5 | 5 | 4 | 1 | ||
| IMF4 | 4 | 20 | 5 | 13 | 5 | 1 | ||
| IMF5 | 5 | 1 | 0 | 5 | 5 | 1 | ||
| Non-decomposed | 1 | 20 | 5 | 5 | 5 | 1 | ||
| NJ | IMF1 | 1 | 10 | 0 | 5 | 5 | 1 | |
| IMF2 | 5 | 20 | 5 | 5 | 4 | 1 | ||
| IMF3 | 5 | 10 | 9 | 5 | 4 | 1 | ||
| IMF4 | 4 | 10 | 9 | 13 | 5 | 1 | ||
| IMF5 | 5 | 1 | 0 | 5 | 5 | 1 | ||
| Non-decomposed | 1 | 20 | 5 | 5 | 5 | 1 | ||
| NY | IMF1 | 1 | 1 | 0 | 13 | 5 | 1 | |
| IMF2 | 5 | 20 | 5 | 5 | 5 | 1 | ||
| IMF3 | 5 | 1 | 0 | 5 | 5 | 1 | ||
| IMF4 | 3 | 10 | 5 | 9 | 5 | 1 | ||
| IMF5 | 5 | 1 | 5 | 5 | 5 | 1 | ||
| Non-decomposed | 5 | 20 | 0 | 5 | 4 | 1 | ||