尾部风险对冲经理的多重调节过程

J. Cho
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摘要

如果一个月前市场动量因子的间接效应取决于一个月前VIX作为第二调节因子的收益大小,那么一个月前市场动量因子通过一个月前VIX水平作为第一调节因子对同期超额市场收益对某些对冲基金投资风格当前业绩的中介作用被减弱。本文通过对具有多个调节因子的条件过程模型进行估计和推断,将定量方法应用于金融时间序列,从而促进了文献的发展。随后,我们展示了如何检验市场风险因素对各种对冲基金投资风格收益的间接影响是否被一个变量调节,当这两个调节因子转换其依赖角色的主要和次要席位时。(STV)作为量化一组个别基金风格敞口的变化或分散程度的量度。他们的方法表明,市场择时能力导致单个基金收益与各种风格以及市场因素之间的凸关系。该分析使用日收益,而不是典型的对冲基金月收益,以提高其统计能力(以及随后的噪音)。本研究评估了STV、波动性计时器和treynormazuy型市场计时器这三个市场时机指标与重分类五分位对冲基金集团超额收益和夏普比率的关系,以识别那些优秀的主动风格和波动计时器。一些对冲基金通过更大范围的波动时机行为显示出更高的风险调整回报,而他们的积极风格押注并不一定导致与同行经理相比持续表现优异。
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Multiple Moderation Process of the Tail-Risk Hedging Managers
One-month prior market momentum factor’s mediation on the contemporaneous excess market return’s effect on the current performance of certain hedge fund investment styles through one-month prior VIX level as the first moderator is moderated if the indirect effect of the one-month prior market momentum factor depends on the size of the returns of one-month prior VIX as the second moderator. This manuscript advances the literature by applying quantitative approaches to financial time-series by estimating and making inferences about the conditional process models with more than one moderator. We subsequently show how to test if a market risk factor’s indirect effect on the returns of various hedge fund investment style is moderated by one variable when these two moderators are switching their primary and the secondary seats of dependency roles. (STV) as a measure to quantify the amount of variation or dispersion of a set of individual fund’s style exposures. Their method implies that market timing ability results in a convex relation between individual fund returns and the various style as well as market factors. The analysis makes use of daily returns instead of typical hedge fund monthly returns to increase their statistical power (and the subsequent noise as well). The study evaluates the relationship between the three market-timing indicators such as STV, Volatility Timer, and Treynor-Mazuy type Market Timer, to the excess returns and Sharpe ratios of reclassified quintile hedge fund groups to identify those talented active style and volatility timers. Some hedge funds demonstrated enhanced risk-adjusted returns through a wider range of volatility timing behavior, while their active style bets did not necessarily result in persistent outperformance compared to the peer managers.
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