mean reversion;
small sample bias;
value-at-risk;
potential future exposure;
MEAN REVERSION;
D O I:
10.21314/JOR.2020.445
中图分类号:
F8 [财政、金融];
学科分类号:
0202 ;
摘要:
We evaluate the usefulness of bias-correction methods in enhancing the Vasicek model for market risk and counterparty risk management practices. The naive biascorrected estimator, the Tang and Chen bias-corrected estimator and the Bao et al bias-corrected estimator are selected to be compared against the benchmark least squares (LS) estimator. Our Monte Carlo experiment shows that the bias-corrected estimators substantially reduce the small sample bias of the LS estimator for the Vasicek model and project much more accurate value-at-risk and potential future exposure estimations. Even if the sample length is as long as 30 years, the improvements are still significant, especially for the cases where the mean-reversion parameter is close to zero. The applications to real data further demonstrate that the small sample bias of the LS estimator cannot be ignored and one should consider bias-corrected estimators for the Vasicek model.
机构:
Harvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
NBER, Cambridge, MA 02138 USAHarvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
Abadie, Alberto
Imbens, Guido W.
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机构:
NBER, Cambridge, MA 02138 USA
Harvard Univ, Dept Econ, Cambridge, MA 02138 USAHarvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
机构:
School of Mathematics and Statistics, Ningbo University, Ningbo, Zhejiang, ChinaSchool of Mathematics and Statistics, Ningbo University, Ningbo, Zhejiang, China
Zhao, Jun
Kim, SungBum
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机构:
Department of Applied Statistics, Konkuk University, Seoul, Korea, Republic ofSchool of Mathematics and Statistics, Ningbo University, Ningbo, Zhejiang, China
Kim, SungBum
Kim, Hyoung-Moon
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机构:
Department of Applied Statistics, Konkuk University, Seoul, Korea, Republic ofSchool of Mathematics and Statistics, Ningbo University, Ningbo, Zhejiang, China
机构:
Faculty of Geomatics, East China University of Technology, Nanchang,330013, China
Key Laboratory of Watershed Ecology and Geographical Environment Monitoring, NASG, Nanchang,330013, ChinaFaculty of Geomatics, East China University of Technology, Nanchang,330013, China