Research Article
Research on the Value at Risk of Basis for Stock Index Futures Hedging in China Based on Two-State Markov Process and Semiparametric RS-GARCH Model
Table 9
The estimation results of VaR of the basis for stock index futures.
| Stock index futures | Long/Short | Model | Confidence level | Mean value | Standard deviation | Maximum | Minimum |
| SSE 50 | | RS-GARCH | 95% | 1.537 | 1.179 | 10.908 | 0.039 | 97.5% | 1.747 | 1.265 | 11.759 | 0.243 | 99% | 1.991 | 1.368 | 12.748 | 0.479 | Semi-parametric RS-GARCH | 95% | 1.533 | 1.107 | 11.825 | 0.082 | 97.5% | 1.742 | 1.177 | 12.680 | 0.091 | 99% | 1.985 | 1.262 | 13.673 | 0.332 | | RS-GARCH | 95% | 0.654 | 0.735 | 5.303 | 0.003 | 97.5% | 0.863 | 0.766 | 6.017 | 0.021 | 99% | 1.107 | 0.817 | 6.846 | 0.023 | Semi-parametric RS-GARCH | 95% | 0.651 | 0.729 | 5.760 | 0.008 | 97.5% | 0.860 | 0.747 | 6.525 | 0.012 | 99% | 1.103 | 0.780 | 7.413 | 0.015 |
| CSI 500 | | RS-GARCH | 95% | 2.889 | 2.012 | 18.163 | 0.075 | 97.5% | 3.451 | 2.117 | 19.850 | 0.248 | 99% | 3.535 | 2.244 | 21.809 | 0.662 | Semi-parametric RS-GARCH | 95% | 2.830 | 1.791 | 15.028 | 0.121 | 97.5% | 3.188 | 1.846 | 15.684 | 0.405 | 99% | 3.117 | 1.913 | 16.446 | 0.066 | | RS-GARCH | 95% | 0.225 | 1.397 | 7.901 | 0.005 | 97.5% | 0.523 | 1.404 | 9.015 | 0.009 | 99% | 0.871 | 1.415 | 10.310 | 0.024 | Semi-parametric RS-GARCH | 95% | 0.166 | 1.343 | 5.117 | 0.004 | 97.5% | 0.453 | 1.345 | 5.653 | 0.005 | 99% | 0.787 | 1.365 | 6.564 | 0.032 |
| CSI 300 | | RS-GARCH | 95% | 2.693 | 0.949 | 15.107 | 1.803 | 97.5% | 3.179 | 1.031 | 16.739 | 2.314 | 99% | 3.742 | 1.129 | 18.635 | 2.668 | Semi-parametric RS-GARCH | 95% | 2.677 | 0.902 | 15.536 | 1.509 | 97.5% | 3.159 | 0.973 | 17.187 | 2.150 | 99% | 3.720 | 1.0576 | 19.105 | 2.667 | | RS-GARCH | 95% | 2.374 | 0.503 | 13.633 | 1.169 | 97.5% | 2.859 | 0.540 | 15.210 | 1.474 | 99% | 3.423 | 0.599 | 17.041 | 1.828 | Semi-parametric RS-GARCH | 95% | 2.358 | 0.4596 | 7.375 | 0.293 | 97.5% | 2.840 | 0.4783 | 8.306 | 1.431 | 99% | 3.401 | 0.5153 | 9.387 | 1.827 |
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Note: denotes the VaR of the basis for the long hedge, and is the VaR of the basis for the short hedge. |