Model Approach | RMSE | MAE | MPE | MAPE | MASE | |
Total Fishery Landings (TFL) | ||||||
Training set | Naïve | 34,601.240 | 23,756.570 | 4.802 | 11.386 | 1.000 |
ETS (MN) | 38,555.670 | 26,070.540 | −3.900 | 11.910 | 1.097 | |
ARIMA | 33,552.200 | 23,103.790 | −3.643 | 12.606 | 0.973 | |
ANN | 31,787.550 | 21,790.550 | −3.072 | 11.222 | 0.917 | |
Test set | Naïve | 33,516.810 | 27,312.900 | −5.423 | 7.694 | 1.150 |
ETS (MN) | 43,310.440 | 35,583.770 | −8.817 | 10.051 | 1.498 | |
ARIMA | 69,589.190 | 60,919.700 | −16.053 | 16.998 | 2.564 | |
ANN | 35,431.410 | 28,760.270 | −6.190 | 8.121 | 1.211 | |
Sardinella Madrensis Landings (SML) | ||||||
Training set | Naïve | 21.800 | 14.540 | −222.036 | 259.513 | 1.000 |
ETS (NN) | 15.725 | 11.596 | −190.238 | 208.178 | 0.798 | |
ARIMA | 14.003 | 10.671 | −145.741 | 171.006 | 0.734 | |
ANN | 4.000 | 2.990 | −33.284 | 41.305 | 0.206 | |
Test set | Naïve | 15.994 | 12.200 | −27.503 | 74.212 | 0.839 |
ETS (NN) | 15.266 | 11.800 | −45.206 | 82.238 | 0.812 | |
ARIMA | 20.763 | 14.824 | 34.703 | 51.093 | 1.020 | |
ANN | 16.796 | 12.460 | −13.516 | 67.634 | 0.857 |