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 10
The Kupiec backtesting of VaR of the basis for stock index futures.
| Stock index futures | Long/Short | Model | Confidence level | Failure days | Failure rate | LR statistics |
| SSE 50 | | RS-GARCH | 95% | 22 | 2.88% | 8.480 | 97.5% | 14 | 1.83% | 1.537 | 99% | 9 | 1.18% | 0.231 | semi-parametric RS-GARCH | 95% | 20 | 2.62% | 10.969 | 97.5% | 13 | 1.70% | 2.246 | 99% | 5 | 0.65% | 1.050 | | RS-GARCH | 95% | 13 | 1.70% | 23.24 | 97.5% | 9 | 1.18% | 6.792 | 99% | 7 | 0.92% | 0.056 | semi-parametric RS-GARCH | 95% | 12 | 1.57 % | 25.544 | 97.5% | 6 | 0.79% | 12.533 | 99% | 3 | 0.39% | 3.6997 |
| CSI 500 | | RS-GARCH | 95% | 38 | 4.97% | 0.001 | 97.5% | 27 | 3.53% | 2.976 | 99% | 15 | 1.96% | 5.591 | semi-parametric RS-GARCH | 95% | 36 | 4.71% | 0.136 | 97.5% | 26 | 3.40% | 2.301 | 99% | 15 | 1.96% | 5.591 | | RS-GARCH | 95% | 18 | 2.36% | 13.868 | 97.5% | 12 | 1.57% | 3.112 | 99% | 7 | 0.92% | 0.055 | semi-parametric RS-GARCH | 95% | 14 | 1.83% | 21.093 | 97.5% | 8 | 1.05% | 8.441 | 99% | 5 | 0.65% | 1.049 |
| CSI 300 | | RS-GARCH | 95% | 89 | 4.51% | 1.0466 | 97.5% | 44 | 2.23% | 0.622 | 99% | 24 | 1.22% | 0.865 | semi-parametric RS-GARCH | 95% | 85 | 4.30% | 2.111 | 97.5% | 42 | 2.13% | 1.1891 | 99% | 22 | 1.11% | 0.249 | | RS-GARCH | 95% | 77 | 3.9% | 5.434 | 97.5% | 36 | 1.82% | 4.096 | 99% | 11 | 0.56% | 4.633 | semi-parametric RS-GARCH | 95% | 74 | 3.75% | 7.123 | 97.5% | 35 | 1.77% | 4.770 | 99% | 11 | 0.56% | 4.633 |
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Note: indicates that the LR statistic falls within the rejection domain. |