Research Article
High-Order Fuzzy Time Series Model Based on Generalized Fuzzy Logical Relationship
Table 5
Comparison of forecasting SSECI.
| | Model | | | | | | | | | | |
| RMSE | | 22.74 | 21.64 | 21.21 | 20.92 | 20.86 | 20.71 | 20.66 | 20.66 | 20.25 | 20.10 | | 18.32 | 19.04 | 17.90 | 17.92 | 17.69 | 17.56 | 17.54 | 17.55 | 16.95 | 16.88 | | 18.37 | 18.06 | 17.89 | 17.93 | 17.67 | 17.54 | 17.56 | 17.56 | 16.98 | 16.83 | | 18.37 | 18.06 | 17.89 | 17.93 | 17.67 | 17.54 | 17.56 | 17.56 | 16.98 | 16.83 | | 18.37 | 18.06 | 17.89 | 17.93 | 17.67 | 17.54 | 17.56 | 17.56 | 16.98 | 16.83 | [28] | 18.41 | 18.41 | 19.42 | 19.43 | 19.51 | 19.39 | 20.05 | 19.71 | 20.00 | 20.26 | [29] | 21.07 | 21.02 | 20.87 | 20.73 | 20.08 | 19.88 | 19.79 | 19.69 | 18.18 | 18.21 | [31] | 17.56 | 17.56 | 17.81 | 17.78 | 18.38 | 18.31 | 18.67 | 19.25 | 19.47 | 19.60 |
| MAE | | 18.61 | 17.10 | 16.61 | 16.12 | 16.09 | 16.08 | 16.07 | 16.11 | 15.75 | 15.50 | | 14.08 | 13.89 | 13.88 | 13.91 | 13.73 | 13.53 | 13.45 | 13.46 | 13.16 | 13.17 | | 14.17 | 13.87 | 13.81 | 13.85 | 13.67 | 13.45 | 13.46 | 13.45 | 13.13 | 13.06 | | 14.17 | 13.87 | 13.81 | 13.85 | 13.67 | 13.45 | 13.46 | 13.45 | 13.13 | 13.06 | | 14.17 | 13.87 | 13.81 | 13.85 | 13.67 | 13.45 | 13.46 | 13.45 | 13.13 | 13.06 | [28] | 13.92 | 13.92 | 14.78 | 15.02 | 15.22 | 15.18 | 15.41 | 15.38 | 15.62 | 15.90 | [29] | 17.31 | 17.26 | 17.15 | 17.04 | 16.77 | 16.63 | 16.56 | 16.47 | 16.04 | 16.07 | [31] | 12.81 | 12.81 | 13.29 | 13.06 | 13.57 | 13.38 | 14.19 | 14.37 | 14.42 | 15.51 |
| MAPE | | 0.0127 | 0.0117 | 0.0113 | 0.0110 | 0.0110 | 0.0110 | 0.0109 | 0.0110 | 0.0107 | 0.0105 | | 0.0096 | 0.0095 | 0.0095 | 0.0095 | 0.0094 | 0.0092 | 0.0092 | 0.0092 | 0.0090 | 0.0090 | | 0.0097 | 0.0095 | 0.0094 | 0.0094 | 0.0093 | 0.0092 | 0.0092 | 0.0091 | 0.0089 | 0.0089 | | 0.0097 | 0.0095 | 0.0094 | 0.0094 | 0.0093 | 0.0092 | 0.0092 | 0.0091 | 0.0089 | 0.0089 | | 0.0097 | 0.0095 | 0.0094 | 0.0094 | 0.0093 | 0.0092 | 0.0092 | 0.0091 | 0.0089 | 0.0089 | [28] | 0.0095 | 0.0095 | 0.0101 | 0.0102 | 0.0104 | 0.0103 | 0.0105 | 0.0105 | 0.0106 | 0.0108 | [29] | 0.0118 | 0.0118 | 0.0117 | 0.0116 | 0.0114 | 0.0113 | 0.0113 | 0.0112 | 0.0109 | 0.0109 | [31] | 0.0087 | 0.0087 | 0.0091 | 0.0089 | 0.0092 | 0.0091 | 0.0097 | 0.0098 | 0.0098 | 0.0099 |
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The bold data means the minimum error of the models with the same order.
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