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Commodity premia and risk management 商品溢价和风险管理
IF 1.9 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2024-04-10 DOI: 10.1002/fut.22507
John Hua Fan, Tingxi Zhang

We examine the role of risk management in the context of commodity factor premia. Stopping losses in individual commodities effectively improves the average returns of long-short commodity premia through persistent reduction in the frequency and severity of drawdowns. The magnitude of improvement is related to the quality of the signal, commodity return volatility, and autocorrelations, as well as transaction costs. The efficacy of a stop-loss strategy can be enhanced by dynamically calibrating loss thresholds in accordance with realized volatility, and it performs best in high conviction weighting schemes. Overall, we highlight the pivotal role of risk management beyond volatility targeting and risk-parity in harnessing commodity risk premia.

我们研究了风险管理在商品因素溢价中的作用。通过持续降低缩水的频率和严重程度,在单个商品上止损可以有效提高多空商品溢价的平均收益。改善的幅度与信号质量、商品回报波动性和自相关性以及交易成本有关。根据已实现的波动率动态校准亏损阈值可以提高止损策略的功效,在高信念权重方案中,止损策略表现最佳。总之,我们强调,在利用商品风险溢价时,除了波动率目标和风险均等之外,风险管理也起着举足轻重的作用。
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引用次数: 0
An empirical study on the early exercise premium of American options: Evidence from OEX and XEO options 美式期权提前行使溢价的实证研究:来自 OEX 和 XEO 期权的证据
IF 1.9 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2024-04-10 DOI: 10.1002/fut.22508
Weihan Li, Jin E. Zhang, Xinfeng Ruan, Pakorn Aschakulporn

Since the S&P 100 Index underlies both American (OEX) and European (XEO) options, the value of the early exercise premium of American options can be directly observed. We find that the mid-quote of an XEO option can be higher than that of an otherwise identical OEX option, and liquidity can explain this overpricing phenomenon of European options. Our results show that illiquid options are significantly overpriced in the S&P 100 Index options market. This finding indicates that an illiquid option can be overvalued with a higher market offer price, which is the requirement of market makers for compensation for providing liquidity.

由于 S&P 100 指数是美式期权(OEX)和欧式期权(XEO)的基础,因此可以直接观察到美式期权提前行权溢价的价值。我们发现 XEO 期权的中间报价可能高于其他相同的 OEX 期权,而流动性可以解释欧式期权的这种定价过高现象。我们的结果表明,在 S&P 100 指数期权市场上,流动性差的期权定价明显偏高。这一结果表明,非流动性期权可以通过较高的市场要约价格被高估,而市场要约价格是做市商提供流动性的补偿要求。
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引用次数: 0
Considering momentum spillover effects via graph neural network in option pricing 在期权定价中通过图神经网络考虑动量溢出效应
IF 1.9 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2024-04-09 DOI: 10.1002/fut.22506
Yao Wang, Jingmei Zhao, Qing Li, Xiangyu Wei

Traditional options pricing relies on underlying asset volatility and contract properties. However, asset volatility is affected by the “lead–lag effects,” known as the “momentum spillover effect.” To address this, we propose a proxy measuring correlated options' influence based on maturity date. Findings indicate that 1-day-lagged proxy indicators positively impact option returns. Furthermore, to capture the dynamic effects of correlated options, we introduce a deep graph neural network-based model (GNN-MS). Empirical results on Shanghai Stock Exchange 50 exchange-traded fund options reveal GNN-MS significantly outperforms classics, enhancing root-mean-square error by at least 8.81%. This study provides novel insights into option pricing considering momentum spillover effects.

传统的期权定价依赖于标的资产的波动性和合约属性。然而,资产波动率会受到 "领先-滞后效应 "的影响,即所谓的 "动量溢出效应"。为了解决这个问题,我们提出了一种基于到期日的替代方法来衡量相关期权的影响。研究结果表明,滞后 1 天的代理指标会对期权收益产生积极影响。此外,为了捕捉相关期权的动态效应,我们引入了基于深度图神经网络的模型(GNN-MS)。对上海证券交易所 50 种交易所交易基金期权的实证结果表明,GNN-MS 明显优于经典模型,均方根误差至少提高了 8.81%。这项研究为考虑动量溢出效应的期权定价提供了新的见解。
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引用次数: 0
Journal of Futures Markets: Volume 44, Number 5, May 2024 期货市场期刊》:第 44 卷第 5 号,2024 年 5 月
IF 1.9 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2024-04-08 DOI: 10.1002/fut.22431
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引用次数: 0
Riemannian-geometric regime-switching covariance hedging 黎曼几何制度切换协方差对冲
IF 1.9 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2024-03-18 DOI: 10.1002/fut.22500
Hsiang-Tai Lee

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.

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。
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引用次数: 0
The impact of air pollution on crude oil futures market 空气污染对原油期货市场的影响
IF 1.9 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2024-03-18 DOI: 10.1002/fut.22503
Ting Yao, Yue-Jun Zhang

This study investigates whether and how air pollution can affect the crude oil futures market. The results indicate that, although air pollution does not significantly affect oil returns, it does have a significant negative impact on volatility and liquidity in the crude oil futures market in the presence of pit trading. Furthermore, air pollution near the New York Mercantile Exchange (NYMEX) negatively affects both volatility and liquidity, whereas the effect magnitude diminishes as the distance from the NYMEX increases. In general, this study reveals that air pollution affects investors in the crude oil futures market directly through its physical or cognitive impact.

本研究探讨了空气污染是否以及如何影响原油期货市场。结果表明,尽管空气污染对石油收益率没有显著影响,但在存在坑口交易的情况下,空气污染对原油期货市场的波动性和流动性有显著的负面影响。此外,纽约商品交易所(NYMEX)附近的空气污染会对波动性和流动性产生负面影响,而随着与纽约商品交易所距离的增加,影响幅度会减小。总体而言,本研究揭示了空气污染通过物理或认知影响直接影响原油期货市场的投资者。
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引用次数: 0
Lever up! An analysis of options trading in leveraged ETFs 杠杆杠杆 ETF 期权交易分析
IF 1.9 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2024-03-13 DOI: 10.1002/fut.22502
Collin Gilstrap, Alex Petkevich, Pavel Teterin, Kainan Wang

We examine options trading in leveraged Exchange-Traded Funds (ETFs) and their impact on the performance of the underlying funds. Using implied volatility innovations in call and put options, we demonstrate that option signals from leveraged ETFs are robust predictors of the underlying ETFs' performance. While both levered and unlevered option signals forecast ETF returns, the levered signal is more pronounced in both magnitude and relevance. This predictivity power primarily stems from inverse leveraged ETFs and during economic downturns. Furthermore, we use the leveraged ETF option signals to develop a trading strategy that produces an average abnormal performance of 1.13% per month.

我们研究了杠杆式交易所交易基金(ETF)的期权交易及其对相关基金业绩的影响。利用认购期权和认沽期权的隐含波动率创新,我们证明了杠杆 ETF 的期权信号是相关 ETF 业绩的可靠预测指标。虽然杠杆期权信号和非杠杆期权信号都能预测 ETF 收益,但杠杆期权信号在幅度和相关性上都更为明显。这种预测能力主要源于反向杠杆 ETF 和经济衰退时期。此外,我们利用杠杆 ETF 期权信号制定了一种交易策略,该策略每月平均产生 1.13% 的异常表现。
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引用次数: 0
A model-free approximation for barrier options in a general stochastic volatility framework 一般随机波动率框架下障碍期权的无模型近似值
IF 1.9 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2024-03-11 DOI: 10.1002/fut.22498
Frido Rolloos, Kenichiro Shiraya

For a general stochastic volatility framework with correlation between the spot price and the instantaneous volatility, an analytical approximation for single barrier options with continuous monitoring is given. The approximation is expressed only in terms of market observable implied volatilities and prices. As such the approximation is independent of the specific form and number of parameters of the skew-generating stochastic volatility model.

针对现货价格和瞬时波动率之间存在相关性的一般随机波动率框架,给出了连续监 测单障碍期权的分析近似值。该近似值仅用市场可观测隐含波动率和价格来表示。因此,近似值与产生偏斜的随机波动率模型的具体形式和参数数量无关。
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引用次数: 0
SOFR term structure dynamics—Discontinuous short rates and stochastic volatility forward rates SOFR 期限结构动态--非连续短期利率和随机波动远期利率
IF 1.9 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2024-03-11 DOI: 10.1002/fut.22499
Alan Brace, Karol Gellert, Erik Schlögl

The Secured Overnight Funding Rate (SOFR) has become the risk-free rate benchmark in US dollars, thus term structure models should reflect key features exhibited by SOFR and forward rates implied by SOFR futures. We construct a multifactor, stochastic volatility term structure model which incorporates these features. Calibrating to options on SOFR futures, we achieve a reasonable fit to the market across maturities and strikes in a single model. This also provides novel insights into SOFR term rate behavior (and implied volatilities) within their accrual periods, and a model mechanism by which interest rate mean reversion arises from monetary policy.

有担保隔夜拆借利率(SOFR)已成为美元的无风险利率基准,因此期限结构模型应反映出有担保隔夜拆借利率和有担保隔夜拆借利率期货所隐含的远期利率的主要特征。我们构建了一个包含这些特征的多因素随机波动率期限结构模型。通过对 SOFR 期货期权进行校准,我们在单一模型中实现了对不同期限和行权价市场的合理拟合。这也为 SOFR 期货在应计期内的利率行为(和隐含波动率)提供了新的见解,以及货币政策导致利率均值回归的模型机制。
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引用次数: 0
Futures trading costs and market microstructure invariance: Identifying bet activity 期货交易成本与市场微观结构不变性:识别投注活动
IF 1.9 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2024-03-07 DOI: 10.1002/fut.22496
Ai Jun Hou, Lars L. Nordén, Caihong Xu

Market microstructure invariance (MMI) stipulates that trading costs of financial assets are driven by the volume and volatility of bets, but these variables are inherently difficult to identify. With futures transactions data, we estimate bet volume as the trading volume of brokerage firms that trade on behalf of their clients and bet volatility as the trade-related component of futures volatility. We find that the futures bid–ask spread lines up with bet volume and bet volatility as predicted by MMI, and that intermediation by high-frequency traders does not interfere with the MMI relation.

市场微观结构不变性(MMI)规定,金融资产的交易成本受投注量和波动率的影响,但这些变量本身难以确定。利用期货交易数据,我们将投注量估算为代表客户进行交易的经纪公司的交易量,将投注波动率估算为期货波动率中与交易相关的部分。我们发现,正如 MMI 所预测的那样,期货买卖价差与投注量和投注波动性一致,而且高频交易者的中介作用不会干扰 MMI 关系。
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Journal of Futures Markets
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