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黎曼几何体制转换协方差对冲

Riemannian‐geometric regime‐switching covariance hedging

Journal of Futures Markets · 2024
被引 1
人大 BABS 3

中文导读

提出一种黎曼几何体制转换BEKK模型(RG-RSBEKK),将协方差动态设定在黎曼流形上,应用于中国沪深300指数期货对冲股票板块风险,实证表明曲面空间协方差动态能提升对冲效果。

Abstract

Abstract This study develops a regime‐switching Riemannian‐geometric covariance framework for futures hedging. The covariance of conventional regime‐switching BEKK (Baba, Engle, Kraft and Kroner) (RSBEKK) evolves on flat spaces that exclude a prior the possibility of inherent geometric covariance dynamic. A Riemannian‐geometric regime‐switching BEKK (RG‐RSBEKK) is proposed such that the covariance moves along a trajectory on Riemannian manifolds. RG‐RSBEKK is applied to China Securities Index 300 futures for hedging the stock sector exposures. Empirical results reveal that specifying covariance dynamic on curved spaces enhances hedging effectiveness based on the model confidence set with loss measures of variance, utility, value‐at‐risk, and Frobenius distance.

金融经济学计量经济学衍生品对冲协方差建模