Table 2.
Mean absolute percentage error for linear regression and selected input data.
Feature subset description | MAPE (–) | Input data |
---|---|---|
Best combination without history | 0.03662 | Days of the week, wind speed, maximum temperature |
All features | 0.02814 | All 15 features |
Best one feature | 0.02676 | History0 |
Best two features | 0.02463 | History0, history1 |
Best for one week history | 0.02405 | History0, days of the week, precipitation, wind speed, minimum temperature |
Best three features | 0.02399 | History0, history1, wind speed |
Best without week days | 0.02383 | History0, history1, precipitation, wind speed, mean temperature |
Best feature combination | 0.02379 | History0, history1, days of the week, precipitation, wind speed, ground temperature |