波动率指数期货的统计及其在交易所交易产品中的应用

M. Avellaneda, A. Papanicolaou
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引用次数: 6

摘要

我们研究了波动率指数期货和etn / etf的动态。我们发现,与传统商品相反,VIX和VIX期货表现出较大的波动性和偏度,这与不存在现金套利一致。恒定期限期货(CMF)期限结构可以建模为平稳随机过程,其中最可能的状态是VIX≈12%的期货溢价和长期期货价格V∞≈20%。我们基于固定期限滚动期货策略(如VXX、XIV和VXZ)分析etf和etn的行为,假设平稳,并通过校准历史数据的多因素模型。我们发现,如果假设CMFs是平稳且遍历的,由卖空滚动多头期货的etn或购买滚动空头期货的etn组成的买入持有策略将产生理论上确定的利润(见命题3.1)。为了进一步量化,我们对2011年至2016年的VIX和CMF历史数据估计了一个具有均值回归因素的2因素对数正态模型。结果证实了买入并持有策略的盈利能力,但也表明后者具有适度的夏普比率,SR = 0.5或更低,并且在1年的模拟中具有很高的变异性。这是由于波动率指数和CMF现货溢价的激增,这在波动的期货市场中是偶尔发生的,但也是不可避免的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Statistics of VIX Futures and Their Applications to Trading Volatility Exchange-Traded Products
We study the dynamics of VIX futures and ETNs/ETFs. We find that contrary to classical commodities, VIX and VIX futures exhibit large volatility and skewness, consistent with the absence of cash-and-carry arbitrage. The constant-maturity futures (CMF) term-structure can be modeled as a stationary stochastic process in which the most likely state is a contango with VIX ≈ 12% and a long-term futures price V∞ ≈ 20%. We analyze the behavior of ETFs and ETNs based on constant-maturity rolling futures strategies, such as VXX, XIV and VXZ, assuming stationarity and through a multi-factor model calibrated to historical data. We find that buy-and-hold strategies consisting of shorting ETNs that roll long futures, or buying ETNs that roll short futures, will produce theoretically-sure profits if it is assumed that CMFs are stationary and ergodic (see Proposition 3.1). To quantify further, we estimate a 2-factor lognormal model with mean-reverting factors to VIX and CMF historical data from 2011 to 2016. The results confirm the profitability of buy-and-hold strategies, but also indicate that the latter have modest Sharpe ratios, of the order of SR = 0.5 or less, and high variability over 1-year horizon simulations. This is due to the surges in VIX and CMF backwardations which are experienced sporadically, but also inevitably, in the volatility futures market.
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