A comparison of conditional predictive ability of implied volatility and realized measures in forecasting volatility

被引:1
|
作者
Shi, Yafeng [1 ]
Ying, Tingting [2 ]
Shi, Yanlong [3 ]
Ai, Chunrong [4 ]
机构
[1] Ningbo Univ Technol, Sch Sci, Ningbo, Zhejiang, Peoples R China
[2] Univ Nottingham, Fac Business, Ningbo, Peoples R China
[3] Zhejiang Pharmaceut Coll, Ningbo, Zhejiang, Peoples R China
[4] Hubei Univ Econ, Inst Adv Studies Finance & Econ, Wuhan 430205, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
conditional predictive ability; forecasting competitions; implied volatility; realized volatility; volatility forecasts; OPTION PRICES; STANDARD DEVIATIONS; INFORMATION-CONTENT; NOISE; MODEL;
D O I
10.1002/for.2666
中图分类号
F [经济];
学科分类号
02 ;
摘要
In a conditional predictive ability test framework, we investigate whether market factors influence the relative conditional predictive ability of realized measures (RMs) and implied volatility (IV), which is able to examine the asynchronism in their forecasting accuracy, and further analyze their unconditional forecasting performance for volatility forecast. Our results show that the asynchronism can be detected significantly and is strongly related to certain market factors, and the comparison between RMs and IV on average forecast performance is more efficient than previous studies. Finally, we use the factors to extend the empirical similarity (ES) approach for combination of forecasts derived from RMs and IV.
引用
收藏
页码:1025 / 1034
页数:10
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