Research Article
High-Order Fuzzy Time Series Model Based on Generalized Fuzzy Logical Relationship
Table 4
Comparison of forecasting enrollment.
| | Model | | | | | | | | | | |
| RMSE | | 625 | 632 | 643 | 641 | 658 | 575 | 562 | 289 | 203 | 191 | | 447 | 449 | 460 | 436 | 448 | 456 | 437 | 413 | 391 | 284 | | 447 | 449 | 460 | 436 | 448 | 456 | 406 | 382 | 365 | 225 | | 447 | 449 | 460 | 434 | 445 | 453 | 423 | 415 | 397 | 253 | | 447 | 449 | 460 | 434 | 445 | 453 | 423 | 415 | 397 | 253 | [28] | 588 | 588 | 578 | 608 | 602 | 620 | 632 | 575 | 554 | 498 | [29] | 292 | 298 | 294 | 299 | 307 | 313 | 323 | 320 | 321 | 311 | [31] | 543 | 543 | 522 | 420 | 456 | 443 | 452 | 463 | 480 | 498 |
| MAE | | 473 | 471 | 501 | 484 | 501 | 366 | 411 | 212 | 326 | 140 | | 372 | 375 | 390 | 365 | 383 | 394 | 406 | 364 | 292 | 218 | | 372 | 375 | 390 | 365 | 383 | 393 | 374 | 336 | 333 | 176 | | 372 | 375 | 390 | 367 | 384 | 393 | 402 | 386 | 333 | 195 | | 372 | 375 | 390 | 367 | 384 | 393 | 402 | 386 | 333 | 195 | [28] | 494 | 494 | 473 | 526 | 527 | 556 | 582 | 506 | 483 | 424 | [29] | 252 | 262 | 256 | 259 | 272 | 277 | 289 | 284 | 282 | 271 | [31] | 441 | 441 | 412 | 316 | 347 | 337 | 340 | 346 | 368 | 390 |
| MAPE | | 0.0293 | 0.0291 | 0.0307 | 0.0294 | 0.0305 | 0.0221 | 0.0246 | 0.0127 | 0.0103 | 0.0087 | | 0.0227 | 0.0227 | 0.0236 | 0.0216 | 0.0227 | 0.0232 | 0.0239 | 0.0216 | 0.0195 | 0.0125 | | 0.0227 | 0.0227 | 0.0236 | 0.0216 | 0.0227 | 0.0232 | 0.0220 | 0.0200 | 0.0176 | 0.0101 | | 0.0227 | 0.0227 | 0.0236 | 0.0217 | 0.0227 | 0.0231 | 0.0236 | 0.0228 | 0.0198 | 0.0111 | | 0.0227 | 0.0227 | 0.0236 | 0.0217 | 0.0227 | 0.0231 | 0.0236 | 0.0228 | 0.0198 | 0.0111 | [28] | 0.0299 | 0.0299 | 0.0283 | 0.0317 | 0.0313 | 0.0329 | 0.0345 | 0.0299 | 0.0285 | 0.0253 | [29] | 0.0153 | 0.0159 | 0.0153 | 0.0154 | 0.0162 | 0.0164 | 0.0170 | 0.0166 | 0.0165 | 0.0158 | [31] | 0.0268 | 0.0268 | 0.0248 | 0.0188 | 0.0203 | 0.0195 | 0.0196 | 0.0198 | 0.0211 | 0.0223 |
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The bold data means the minimum error of the models with the same order.
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