Research Article
The Behavioral Mechanism and Forecasting of Beijing Housing Prices from a Multiscale Perspective
Table 7
The forecasting performance of the proposed approach and three alternatives.
| Accuracy measure | Prediction horizon | Approach | Proposed approach | SVR | ARIMA | Polynomial function |
| RMSE | One-month-ahead | 3,174 | 4,021 | 4,282 | 4,412 | Three-month-ahead | 3,524 | 4,592 | 4,834 | 4,715 | Six-month-ahead | 4,189 | 4,618 | 4,992 | 4,862 |
| MAPE | One-month-ahead | 5.62% | 7.18% | 8.25% | 8.14% | Three-month-ahead | 7.24% | 10.21% | 10.13% | 9.21% | Six-month-ahead | 8.63% | 10.15% | 12.92% | 10.57% |
|
|