Table 5.
MAEs and RMSEs of machine learning models and Atlanta FED’s GDPNow for successive nowcasting horizons between 2011Q3 and 2018Q4
| RMSE | MAE | |||||||
|---|---|---|---|---|---|---|---|---|
| BDT | RF | GBM | GDPNow | BDT | RF | GBM | GDPNow | |
| Fourth prediction | 0.090 | 0.089 | 0.108 | 0.090 | 0.226 | 0.223 | 0.242 | 0.259 |
| Fifth prediction | 0.078 | 0.080 | 0.088 | 0.058 | 0.223 | 0.226 | 0.227 | 0.213 |
| Sixth prediction | 0.064 | 0.067 | 0.074 | 0.041 | 0.188 | 0.198 | 0.212 | 0.154 |
| Average | 0.077 | 0.078 | 0.090 | 0.063 | 0.212 | 0.216 | 0.227 | 0.208 |
For abbreviations see Table 1. Note that the machine learning models are estimated using a rolling window