Official Journal of the Asia Oceania Geosciences Society (AOGS)
Table 17 Minimum, maximum and mean values of the MdoAE for each method within the simulation experiments
From: One-step ahead forecasting of geophysical processes within a purely statistical framework
Minimum | Maximum | Mean | |
|---|---|---|---|
Naïve | 0.68 (SE_3c) | 2.88 (SE_7a) | 1.12 |
RW | 0.69 (SE_9c) | 2.91 (SE_7e) | 1.13 |
ARIMA_f | 0.65 (SE_3c) | 0.72 (SE_7a) | 0.69 |
ARIMA_s | 0.91 (SE_2a) | 1.04 (SE_3a) | 0.96 |
auto_ARIMA_f | 0.66 (SE_7d) | 0.75 (SE_6c) | 0.70 |
auto_ARIMA_s | 0.91 (SE_4c) | 1.02 (SE_3d) | 0.97 |
auto_ARFIMA | 0.67 (SE_10e) | 0.73 (SE_10d) | 0.69 |
BATS | 0.67 (SE_3c) | 0.76 (SE_6c) | 0.71 |
ETS_s | 0.93 (SE_3d) | 2.11 (SE_7e) | 1.14 |
SES | 0.66 (SE_3c) | 1.52 (SE_7e) | 0.83 |
Theta | 0.66 (SE_3c) | 1.57 (SE_7a) | 0.84 |
NN_1 | 0.90 (SE_7e) | 1.16 (SE_7a) | 1.01 |
NN_2 | 0.72 (SE_8c) | 0.89 (SE_5b) | 0.79 |
NN_3 | 0.69 (SE_8c) | 0.84 (SE_6c) | 0.74 |
RF_1 | 0.71 (SE_8c) | 1.08 (SE_6a) | 0.82 |
RF_2 | 0.72 (SE_8c) | 1.04 (SE_6c) | 0.83 |
RF_3 | 0.72 (SE_3c) | 0.98 (SE_6c) | 0.80 |
SVM_1 | 0.71 (SE_8e) | 1.23 (SE_7a) | 0.86 |
SVM_2 | 0.68 (SE_8c) | 1.01 (SE_7a) | 0.81 |
SVM_3 | 0.68 (SE_8c) | 0.92 (SE_6c) | 0.76 |