Research Article
A New Time-Invariant Fuzzy Time Series Forecasting Method Based on Genetic Algorithm
Table 6
The results of the methods for IMKB 100 data.
| Method | Number of fuzzy sets |
Min |
Mean | | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 |
|
Chen [3] | RMSE (training) | 1420 | 1178 | 1340 | 1164 | 1281 | 1233 | 1152 | 1205 | 1090 | 1090 | 1252 | RMSE (test) | 1238 | 1132 | 1340 | 1191 | 1155 | 1131 | 1218 | 1125 | 1186 | 1125 | 1210 |
| Song and Chissom [1, 2] | RMSE (training) | 1462 | 1178 | 1340 | 1164 | 1281 | 1233 | 1140 | 1209 | 1105 | 1105 | 1257 | RMSE (test) | 1571 | 1132 | 1340 | 1191 | 1155 | 1131 | 1249 | 1121 | 1132 | 1121 | 1240 |
| Proposed Method | RMSE (training) | 1379 | 1271 | 1391 | 1360 | 1176 | 1176 | 1152 | 1089 | 1107 | 1089 | 1234 | RMSE (test) | 1565 | 1317 | 1291 | 1154 | 1118 | 1126 | 1039 | 1036 | 1022 | 1022 | 1185 |
|
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