International Journal of Mathematical, Engineering, Biological and Applied Computing
Article
The Application of Machine Learning in the Corona Era, With an Emphasis on Economic Concepts and Sustainable Development Goals
Table 19
Null Hypothesis: NEW_DEATHS has a unit root | | Exogenous: Constant | | | Lag Length: 10 (Automatic - based on SIC, maxlag=18) | | | | | | | | | | | | | | t-Statistic | Prob.* | | | | | | | | | | | Augmented Dickey-Fuller test statistic | -2.665211 | 0.0809 | Test critical values: | 1% level | | -3.442554 | | | 5% level | | -2.866815 | | | 10% level | | -2.569640 | | | | | | | | | | | | *MacKinnon (1996) one-sided p-values. | | | | | | | | | | | | Augmented Dickey-Fuller Test Equation | | Dependent Variable: D(NEW_DEATHS) | | Method: Least Squares | | | Date: 05/06/22 Time: 07:53 | | | Sample (adjusted): 12 537 | | | Included observations: 526 after adjustments | | | | | | | | | | | | Variable | Coefficient | Std. Error | t-Statistic | Prob. | | | | | | | | | | | NEW_DEATHS (-1) | -0.023181 | 0.008698 | -2.665211 | 0.0079 | D (NEW_DEATHS (-1)) | -0.408744 | 0.044433 | -9.199134 | 0.0000 | D (NEW_DEATHS (-2)) | -0.243107 | 0.047070 | -5.164797 | 0.0000 | D (NEW_DEATHS (-3)) | -0.169858 | 0.046295 | -3.669005 | 0.0003 | D (NEW_DEATHS (-4)) | 0.051552 | 0.044085 | 1.169396 | 0.2428 | D (NEW_DEATHS (-5)) | 0.044174 | 0.043705 | 1.010731 | 0.3126 | D (NEW_DEATHS (-6)) | 0.198895 | 0.043747 | 4.546444 | 0.0000 | D (NEW_DEATHS (-7)) | 0.435494 | 0.044755 | 9.730560 | 0.0000 | D (NEW_DEATHS (-8)) | 0.369658 | 0.047910 | 7.715750 | 0.0000 | D (NEW_DEATHS (-9)) | 0.250180 | 0.048986 | 5.107131 | 0.0000 | D (NEW_DEATHS (-10)) | 0.140641 | 0.046210 | 3.043514 | 0.0025 | C | 4.840190 | 1.794175 | 2.697725 | 0.0072 | | | | | | | | | | | R-squared | 0.259813 | Mean dependent var | 1.013308 | Adjusted R-squared | 0.243972 | S.D. dependent var | 25.23712 | S.E. of regression | 21.94364 | Akaike info criterion | 9.037381 | Sum squared resid | 247502.9 | Schwarz criterion | 9.134688 | Log likelihood | -2364.831 | Hannan-Quinn criter. | 9.075481 | F-statistic | 16.40174 | Durbin-Watson stat | 1.965415 | Prob(F-statistic) | 0.000000 | | | | | | | | | | | | | |
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