Research Article
Forecasting Volatility of Stock Index: Deep Learning Model with Likelihood-Based Loss Function
Table 3
ARMA-GARCH estimation results.
| | S&P 500 | Dow Jones | NASDAQ | Estimate | T-test | Estimate | T-test | Estimate | T-test |
| | 4.59e − 4 | 8.10 | 4.45e − 4 | 8.52 | 6.20e − 4 | 6.16 | | −0.150 | −2.41 | −0.155 | −2.02 | 0.866 | 11.50 | | 0.259 | 4.26 | 0.235 | 3.12 | −0.668 | −8.65 | | | | | | −0.147 | −6.43 | | 1.23e − 6 | 3.07 | 2.10e − 6 | 2.57 | 1.03e − 6 | 1.73 | | 0.115 | 15.96 | 0.113 | 9.38 | 0.103 | 9.40 | | 0.504 | 59.49 | 0.543 | 6.73 | 0.892 | 86.09 | | 0.379 | 15.04 | 0.336 | 5.05 | | |
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