Research Article
Forecasting of Global Market Prices of Major Financial Instruments
Table 10
Comparison of forecast errors of ARIMA and GARCH models.
| Var | Model | RMSE | MAE | MAPE |
| AD | ARIMA | 0.04212392 | 0.04095 | 0.051284 | GARCH | 0.0172119 | 0.0140733 | 0.017524 | TGARCH | 0.01727751 | 0.01415 | 0.01762 | APARCH | 0.0172308 | 0.0140967 | 0.017553 | EGARCH | 0.0173292 | 0.01421 | 0.017695 |
| C | ARIMA | 51.75245 | 51.37237 | 0.122862 | GARCH | 8.127884 | 6.27 | 0.014797 | TGARCH | 4.837027 | 4.03 | 0.009562 | APARCH | 4.587574 | 3.86 | 0.009168 | EGARCH | 4.915537 | 4.08 | 0.009677 |
| CL | ARIMA | 11.17219 | 10.99426 | 0.175763 | GARCH | 4.433551 | 3.954667 | 0.062562 | TGARCH | 3.809162 | 3.417 | 0.054092 | APARCH | 3.638178 | 3.283667 | 0.052027 | EGARCH | 3.736444 | 3.361333 | 0.05323 |
| ES | ARIMA | 34.4467 | 31.3007 | 0.257851 | GARCH | 22.56083 | 21.91637 | 0.023232 | TGARCH | 22.56083 | 21.91637 | 0.023232 | APARCH | 22.56083 | 21.91637 | 0.023232 | EGARCH | 22.56083 | 21.91637 | 0.023232 |
| FC | ARIMA | 5.555951 | 4.9999 | 0.032833 | GARCH | 3.06689 | 2.6325 | 0.017276 | TGARCH | 3.687815 | 3.179167 | 0.020851 | APARCH | 3.086121 | 2.6525 | 0.017407 | EGARCH | 3.645199 | 3.145833 | 0.020634 |
| GC | ARIMA | 59.91122 | 58.428 | 0.042608 | GARCH | 49.77807 | 47.07333 | 0.034301 | TGARCH | 41.07177 | 38.57333 | 0.028094 | APARCH | 40.27832 | 37.80667 | 0.027535 | EGARCH | 35.46411 | 32.87333 | 0.023931 |
| KC | ARIMA | 27.52059 | 27.39157 | 0.197089 | GARCH | 3.875392 | 3.603333 | 0.026005 | TGARCH | 9.795952 | 8.923333 | 0.064539 | APARCH | 10.33573 | 9.393333 | 0.067943 | EGARCH | 4.665083 | 4.36 | 0.031484 |
| US | ARIMA | 5.048745 | 4.32146 | 0.030222 | GARCH | 4.201997 | 3.549167 | 0.024834 | TGARCH | 4.160593 | 3.515833 | 0.0246 | APARCH | 4.245958 | 3.589167 | 0.025113 | EGARCH | 4.184399 | 3.535833 | 0.024741 |
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