Table 6.
Estimated parameters and test statistics for the ARIMA (11,1,9) model fitted using the training data.
| AR(p) and MA(q) Models | Estimate | Std. Error | z value | Pr(>|z|) |
|---|---|---|---|---|
| AR(1) | -0.1755 | 0.21019 | -0.8351 | 0.403666 |
| AR(2) | -0.1417 | 0.14252 | -0.9941 | 0.320163 |
| AR(3) | -0.3442 | 0.13824 | -2.4897 | 0.0127865* |
| AR(4) | -0.3585 | 0.05584 | -6.4207 | 1.36E-10*** |
| AR(5) | -0.7355 | 0.09814 | -7.4937 | 6.69E-14*** |
| AR(6) | -0.5427 | 0.17467 | -3.1073 | 0.001888** |
| AR(7) | 0.1981 | 0.14059 | 1.4087 | 0.158917 |
| AR(8) | -0.4069 | 0.17538 | -2.3203 | 0.020325* |
| AR(9) | -0.2583 | 0.05284 | -4.8892 | 1.01E-06*** |
| AR(10) | -0.1931 | 0.09173 | -2.1051 | 0.035283* |
| AR(11) | 0.0702 | 0.08440 | 0.8321 | 0.405334 |
| MA(1) | -0.9170 | 0.20841 | -4.4000 | 1.08E-05*** |
| MA(2) | 0.0252 | 0.25876 | 0.0973 | 0.922452 |
| MA(3) | 0.6393 | 0.12613 | 5.0680 | 4.02E-07*** |
| MA(4) | -0.5061 | 0.21405 | -2.3644 | 0.01806* |
| MA(5) | 0.5584 | 0.09537 | 5.8550 | 4.77E-09*** |
| MA(6) | -0.1260 | 0.11157 | -1.1293 | 0.258779 |
| MA(7) | -0.5921 | 0.08531 | -6.9405 | 3.91E-12*** |
| MA(8) | 0.7162 | 0.20083 | 3.5664 | 0.000362*** |
| MA(9) | -0.4938 | 0.18228 | -2.7089 | 0.00675** |