Structure of optimal models for each category
Category . | Model . | Structure . | Weights . |
---|---|---|---|
Domestic | ARIMA | ARIMA(1,0,3)(0,1,1)[12] with drift | – |
Industrial | ARIMA-ETS-NNAR | ARIMA(0,1,1)(1,0,0)[12] | 0.342 |
ETS(A, Ad, A) | 0.325 | ||
NNAR(2,1,10)[12] | 0.333 | ||
Commercial | ARIMA-ETS-NNAR | ARIMA(0,1,2)(2,0,0)[12] | 0.333 |
ETS(A, Ad, A) | 0.333 | ||
NNAR(2,1,10)[12] | 0.333 | ||
Agricultural | ARIMA-ETS-NNAR | ARIMA(0,1,1)(2,0,0)[12] | 0.325 |
ETS(A, Ad, A) | 0.349 | ||
NNAR(4,1,10)[12] | 0.326 | ||
Other | ETS-NNAR | ETS(A, Ad, A) | 0.5 |
NNAR(3,1,10)[12] | 0.5 |
Category . | Model . | Structure . | Weights . |
---|---|---|---|
Domestic | ARIMA | ARIMA(1,0,3)(0,1,1)[12] with drift | – |
Industrial | ARIMA-ETS-NNAR | ARIMA(0,1,1)(1,0,0)[12] | 0.342 |
ETS(A, Ad, A) | 0.325 | ||
NNAR(2,1,10)[12] | 0.333 | ||
Commercial | ARIMA-ETS-NNAR | ARIMA(0,1,2)(2,0,0)[12] | 0.333 |
ETS(A, Ad, A) | 0.333 | ||
NNAR(2,1,10)[12] | 0.333 | ||
Agricultural | ARIMA-ETS-NNAR | ARIMA(0,1,1)(2,0,0)[12] | 0.325 |
ETS(A, Ad, A) | 0.349 | ||
NNAR(4,1,10)[12] | 0.326 | ||
Other | ETS-NNAR | ETS(A, Ad, A) | 0.5 |
NNAR(3,1,10)[12] | 0.5 |