黎曼几何制度切换协方差对冲

IF 1.8 4区 经济学 Q2 BUSINESS, FINANCE
Hsiang-Tai Lee
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引用次数: 0

摘要

本研究为期货套期保值开发了一个制度转换黎曼几何协方差框架。传统制度转换 BEKK(Baba、Engle、Kraft 和 Kroner)(RSBEKK)的协方差在平面空间上演化,先验地排除了内在几何协方差动态的可能性。我们提出了一种黎曼几何制度切换 BEKK (RG-RSBEKK),使协方差在黎曼流形上沿着轨迹移动。RG-RSBEKK 被应用于中国证券指数 300 期货,以对冲股票行业风险。实证结果表明,基于模型置信集的方差、效用、风险价值和弗罗贝尼斯距离等损失度量,在曲线空间上指定协方差动态可提高对冲效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Riemannian-geometric regime-switching covariance hedging

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.

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来源期刊
Journal of Futures Markets
Journal of Futures Markets BUSINESS, FINANCE-
CiteScore
3.70
自引率
15.80%
发文量
91
期刊介绍: The Journal of Futures Markets chronicles the latest developments in financial futures and derivatives. It publishes timely, innovative articles written by leading finance academics and professionals. Coverage ranges from the highly practical to theoretical topics that include futures, derivatives, risk management and control, financial engineering, new financial instruments, hedging strategies, analysis of trading systems, legal, accounting, and regulatory issues, and portfolio optimization. This publication contains the very latest research from the top experts.
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