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Official Journal of the Asia Oceania Geosciences Society (AOGS)

Geoscience Letters Cover Image

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
  1. The minimum of the minimum values and the maximum of the maximum values are in italic