Research Article

Forecasting Volatility of Stock Index: Deep Learning Model with Likelihood-Based Loss Function

Table 3

ARMA-GARCH estimation results.

S&P 500Dow JonesNASDAQ
EstimateT-testEstimateT-testEstimateT-test

4.59e − 48.104.45e − 48.526.20e − 46.16
−0.150−2.41−0.155−2.020.86611.50
0.2594.260.2353.12−0.668−8.65
−0.147−6.43
1.23e − 63.072.10e − 62.571.03e − 61.73
0.11515.960.1139.380.1039.40
0.50459.490.5436.730.89286.09
0.37915.040.3365.05