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Nonparametric estimates of option prices via Hermite basis functions 基于Hermite基函数的期权价格非参数估计
IF 1 Q4 BUSINESS, FINANCE Pub Date : 2023-08-04 DOI: 10.1007/s10436-023-00431-4
Carlo Marinelli, Stefano d’Addona

We consider approximate pricing formulas for European options based on approximating the logarithmic return’s density of the underlying by a linear combination of rescaled Hermite polynomials. The resulting models, that can be seen as perturbations of the classical Black-Scholes one, are nonpararametric in the sense that the distribution of logarithmic returns at fixed times to maturity is only assumed to have a square-integrable density. We extensively investigate the empirical performance, defined in terms of out-of-sample relative pricing error, of this class of approximating models, depending on their order (that is, roughly speaking, the degree of the polynomial expansion) as well as on several ways to calibrate them to observed data. Empirical results suggest that such approximate pricing formulas, when compared with simple nonparametric estimates based on interpolation and extrapolation on the implied volatility curve, perform reasonably well only for options with strike price not too far apart from the strike prices of the observed sample.

我们考虑了欧式期权的近似定价公式,该公式是基于重新标度的厄米特多项式的线性组合逼近标的的对数收益密度。由此产生的模型,可以看作是经典布莱克-斯科尔斯模型的扰动,是非参数的,因为对数收益在固定时间到成熟的分布只假设具有平方可积的密度。我们广泛研究了这类近似模型的经验性能,根据样本外相对定价误差定义,这取决于它们的顺序(即,粗略地说,多项式展开的程度)以及几种校准它们到观察数据的方法。实证结果表明,与基于隐含波动率曲线的插值和外推的简单非参数估计相比,这种近似定价公式仅对执行价格与观察样本的执行价格相差不大的期权表现良好。
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引用次数: 1
Robustness and sensitivity analyses of rough Volterra stochastic volatility models 粗糙Volterra随机波动模型的鲁棒性和敏感性分析
IF 1 Q4 BUSINESS, FINANCE Pub Date : 2023-08-04 DOI: 10.1007/s10436-023-00433-2
Jan Matas, Jan Pospíšil

In this paper, we analyze the robustness and sensitivity of various continuous-time rough Volterra stochastic volatility models in relation to the process of market calibration. Model robustness is examined from two perspectives: the sensitivity of option price estimates and the sensitivity of parameter estimates to changes in the option data structure. The following sensitivity analysis consists of statistical tests to determine whether a given studied model is sensitive to changes in the option data structure based on the distribution of parameter estimates. Empirical study is performed on a data set consisting of Apple Inc. equity options traded on four different days in April and May 2015. In particular, the results for RFSV, rBergomi and (alpha )RFSV models are provided and compared to the results for Heston, Bates, and AFSVJD models.

本文分析了不同连续时间粗糙Volterra随机波动率模型在市场校准过程中的鲁棒性和灵敏度。从期权价格估计的敏感性和参数估计对期权数据结构变化的敏感性两个角度考察模型的稳健性。下面的敏感性分析包括统计检验,以确定给定的研究模型是否对基于参数估计分布的期权数据结构的变化敏感。本文以2015年4月和5月四个交易日的苹果公司股票期权为数据集进行实证研究。特别地,提供了RFSV、rBergomi和(alpha ) RFSV模型的结果,并与Heston、Bates和AFSVJD模型的结果进行了比较。
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引用次数: 2
The no-arbitrage pricing of non-traded assets 非交易资产的无套利定价
IF 1 Q4 BUSINESS, FINANCE Pub Date : 2023-08-01 DOI: 10.1007/s10436-023-00434-1
Robert A. Jarrow

This paper shows how to uniquely price non-traded assets using no-arbitrage in an otherwise frictionless market setting. The approach requires the assumption that the hedging error, properly defined, is non-priced or idiosyncratic risk. This methodology can be applied to private loans, illiquid publicly traded debt, insurance contacts, private equity, real estate, and real options.

本文展示了如何在无摩擦的市场环境中使用无套利对非交易资产进行唯一定价。该方法需要假设套期保值错误,正确定义,是非定价或特殊风险。这种方法可以应用于私人贷款、非流动性公开交易债务、保险合同、私募股权、房地产和实物期权。
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引用次数: 1
What can monetary policy tell us about Bitcoin? 关于比特币,货币政策能告诉我们什么?
IF 1 Q4 BUSINESS, FINANCE Pub Date : 2023-07-26 DOI: 10.1007/s10436-023-00432-3
Marcin Pietrzak

Bitcoin enthusiasts argue that it is free from central banks decisions and it is a hedge against inflation. Using high-frequency monetary surprises associated with decisions made by the Fed and the ECB, I show that these claims are not supported by the data. Bitcoin systemically reacts to monetary and central bank information shocks. I find that these reactions vary over time: not only by changing the magnitude but sometimes sign of reaction. Fed’s disinflationary shocks increase Bitcoin price, while the ECB’s decrease, hence providing little support for it as an inflation hedge.

比特币爱好者辩称,它不受央行决策的影响,是一种对冲通胀的工具。通过与美联储和欧洲央行的决策相关的高频货币意外,我表明这些说法没有得到数据的支持。比特币系统地对货币和央行的信息冲击做出反应。我发现这些反应随着时间的推移而变化:不仅会改变大小,有时还会改变反应的符号。美联储的反通胀冲击推高了比特币的价格,而欧洲央行的冲击则降低了比特币的价格,因此比特币作为一种通胀对冲手段几乎没有得到支持。
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引用次数: 0
The value of expected return persistence 持久性的预期回报值
IF 1 Q4 BUSINESS, FINANCE Pub Date : 2023-07-01 DOI: 10.1007/s10436-023-00428-z
Wolfgang Schadner, Sebastian Lang

This work utilizes the fractional Black–Scholes model to estimate the option-implied Hurst exponents, interpreted as forward-looking expectations of return persistence. The focus of the paper is on how corresponding believes enter into factor based asset pricing models. Empirical analyses are carried out for the cross-section of S &P 500 stocks. We make the important observations that (i) stock returns show significant patterns of time-varying persistence and (ii) corresponding believes are reflected within option prices. Incorporating the Hurst exponents allows us to split up CAPM betas into pure market correlation risk (around 70–80%) and into excess persistence believes (about 20–30% of the risk loading). A direct comparison to standard CAPM shows that incorporating persistence believes significantly improves the predictability of future realized returns, and partially releases the beta anomaly. The effects become even stronger the greater the prediction horizon. Hence, the concept of fractal motions enables a deeper understanding of risk structures without the need of additional risk factors.

这项工作利用分数布莱克-斯科尔斯模型来估计期权隐含的赫斯特指数,解释为回报持久性的前瞻性预期。本文的重点是研究相应的信念如何进入基于因素的资产定价模型。对标准普尔500指数成分股的横截面进行了实证分析。我们做出了重要的观察:(i)股票收益表现出显著的时变持久性模式,(ii)相应的信念反映在期权价格中。结合赫斯特指数,我们可以将CAPM β分解为纯市场相关风险(约70-80%)和过度持续性风险(约20-30%的风险负荷)。与标准CAPM的直接比较表明,纳入持久性信念显著提高了未来实现回报的可预测性,并部分释放了贝塔异常。预测范围越大,影响就越强。因此,分形运动的概念能够在不需要额外风险因素的情况下更深入地理解风险结构。
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引用次数: 0
Sentiment-based indicators of real estate market stress and systemic risk: international evidence 基于情绪的房地产市场压力和系统性风险指标:国际证据
IF 1 Q4 BUSINESS, FINANCE Pub Date : 2023-06-16 DOI: 10.1007/s10436-023-00429-y
Mikhail Stolbov, Maria Shchepeleva

We propose sentiment-based indicators of real estate market stress for the USA, the UK, Canada, Australia, India, and on the global scale. The global and country-level indicators are based on a novel methodology synthesizing textual analysis of real estate research and Google search data. Using mixed frequency vector autoregressions, we show that in the USA, the UK, Australia and India, the sentiment-based indicators are found to mediate the relationship between real estate prices and systemic financial risk. In particular, for the UK, there is a vicious circle involving the interaction among the three variables: the sentiment-based indicator of real estate market stress unidirectionally leads systemic risk, the latter impacts real estate prices, whereas the prices drive the stress sentiment. Canada appears the only sample country where real estate market stress sentiment is unrelated to real estate prices and systemic risk. On the global scale, there is a bi-directional linkage between the stress sentiment and real estate prices. Overall, our empirical findings suggest that policymakers and real estate market participants should account for sentiment regarding real estate market stress in their decision-making.

我们为美国、英国、加拿大、澳大利亚、印度和全球范围内的房地产市场压力提出了基于情绪的指标。全球和国家一级的指标是基于一种新颖的方法,综合了房地产研究的文本分析和谷歌搜索数据。使用混合频率向量自回归,我们发现在美国、英国、澳大利亚和印度,基于情绪的指标可以调节房地产价格与系统性金融风险之间的关系。特别是,对英国来说,存在一个涉及三个变量相互作用的恶性循环:基于情绪的房地产市场压力指标单向地导致系统性风险,后者影响房地产价格,而价格驱动压力情绪。加拿大似乎是唯一一个房地产市场压力情绪与房地产价格和系统性风险无关的样本国家。在全球范围内,压力情绪和房地产价格之间存在双向联系。总体而言,我们的实证研究结果表明,政策制定者和房地产市场参与者在决策中应考虑到对房地产市场压力的情绪。
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引用次数: 0
No-arbitrage conditions and pricing from discrete-time to continuous-time strategies 从离散时间策略到连续时间策略的无套利条件与定价
IF 1 Q4 BUSINESS, FINANCE Pub Date : 2023-04-24 DOI: 10.1007/s10436-023-00426-1
Dorsaf Cherif, Emmanuel Lépinette

In this paper, a general framework is developed for continuous-time financial market models defined from simple strategies through conditional topologies that avoid stochastic calculus and do not necessitate semimartingale models. We then compare the usual no-arbitrage conditions of the literature, e.g. the usual no-arbitrage conditions NFL, NFLVR and NUPBR and the recent AIP condition. With appropriate pseudo-distance topologies, we show that they hold in continuous time if and only if they hold in discrete time. Moreover, the super-hedging prices in continuous time coincide with the discrete-time super-hedging prices, even without any no-arbitrage condition.

在本文中,为连续时间金融市场模型开发了一个通用框架,该模型由简单策略通过条件拓扑定义,避免了随机演算,并且不需要半鞅模型。然后,我们比较了文献中常见的无套利条件,例如常见的无无套利条件NFL、NFLVR和NUPBR以及最近的AIP条件。通过适当的伪距离拓扑,我们证明了它们在连续时间内成立,当且仅当它们在离散时间内成立。此外,连续时间内的超级套期保值价格与离散时间的超级套期价格一致,即使没有任何套利条件。
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引用次数: 1
A compositional analysis of systemic risk in European financial institutions 欧洲金融机构系统性风险的组成分析
IF 1 Q4 BUSINESS, FINANCE Pub Date : 2023-04-18 DOI: 10.1007/s10436-023-00427-0
Anna Maria Fiori, Francesco Porro

Systemic risk is a complex and multifaceted phenomenon that needs to be addressed from different perspectives. In this work we propose a Compositional Data (CoDa) approach to analyze the distribution of relative contributions to systemic risk associated with major European countries during the period 2008–2021. We represent systemic risk measures corresponding to those countries as percentage shares, or parts, of a compositional dataset and we perform a multivariate statistical analysis using specific CoDa procedures. The proposed approach sheds new light on some variability patterns and cross-country relationships that appear to be linked to the composition of systemic risk parts in the system.

系统性风险是一个复杂而多方面的现象,需要从不同角度加以解决。在这项工作中,我们提出了一种组合数据(CoDa)方法来分析2008-2011年期间与主要欧洲国家相关的系统性风险的相对贡献分布。我们将这些国家对应的系统性风险指标表示为组成数据集的百分比份额或部分,并使用特定的CoDa程序进行多元统计分析。所提出的方法为一些变异模式和跨国关系提供了新的线索,这些变异模式和关系似乎与系统中系统风险部分的组成有关。
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引用次数: 2
Co-jumps and recursive preferences in portfolio choices 投资组合选择中的共同跳跃和递归偏好
IF 1 Q4 BUSINESS, FINANCE Pub Date : 2023-02-16 DOI: 10.1007/s10436-023-00425-2
Immacolata Oliva, Ilaria Stefani

This paper investigates a multivariate, dynamic, continuous-time optimal consumption and portfolio allocation problem when the investor faces recursive utilities. The economy we are considering is described through both diffusion and discontinuities in the dynamics. We derive an approximated closed-form solution to optimal rules by exploiting standard dynamic programming techniques. Our findings are manifold. First, we obtain dynamic optimal weights, inversely proportional to volatility. Second, we show that both co-jumps frequency and intensity play a crucial role, as they considerably limit potential losses in the investors’ wealth. Third, we prove that jumps in precision reinforce the effect of jumps in price, further reducing optimal allocation. Finally, we highlight how co-jumps may influence investors’ choices regarding intertemporal consumption.

本文研究了投资者面对递归效用时的一个多变量、动态、连续时间最优消费和投资组合分配问题。我们正在考虑的经济是通过动力学中的扩散和不连续来描述的。我们利用标准的动态规划技术,导出了最优规则的近似闭式解。我们的发现是多方面的。首先,我们获得与波动率成反比的动态最优权重。其次,我们表明,共跳频率和强度都起着至关重要的作用,因为它们在很大程度上限制了投资者财富的潜在损失。第三,我们证明了精度的跳跃强化了价格跳跃的影响,进一步减少了最优配置。最后,我们强调了共同跳跃如何影响投资者对跨期消费的选择。
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引用次数: 0
The valuation of corporations: a derivative pricing perspective 公司估值:衍生品定价视角
IF 1 Q4 BUSINESS, FINANCE Pub Date : 2023-02-05 DOI: 10.1007/s10436-023-00424-3
Dilip B. Madan, King Wang

Corporations are modeled as owning a perpetual derivative security that has a claim on future cash flows. The cash flows are defined by deterministic functions of state variables. In a time homogeneous and Markovian context the value of a corporation is then given by a deterministic function of the state variables termed the corporate valuation function. This valuation function solves an integro differential equation with a boundary condition of zero at infinity. Solutions are illustrated in dimensions one, two and ten. It is observed that for positive and bounded cash flow functions the valuation functions cannot be linear. The attitude of a corporation to risk then depends on the nonlinearity. In higher dimensions the corporation will be a risk taker in some directions and simultaneously a risk avoider in others. The valuation theory also leads to new asset pricing equations inferring asset variations from risk neutral covariations. The shift from mean returns and covariances is necessitated by the focus on instantaneous risk exposures represented by measures replacing probabilities.

公司被建模为拥有对未来现金流有索赔权的永久衍生证券。现金流是由状态变量的确定函数定义的。在时间同构和马尔可夫环境中,公司的价值由状态变量的确定函数给出,称为公司估值函数。这个估值函数求解一个边界条件为零的积分微分方程。解决方案在维度一、维度二和维度十中进行了说明。可以观察到,对于正的和有界的现金流函数,估值函数不可能是线性的。企业对风险的态度取决于非线性。在更高的维度上,公司将在某些方向上承担风险,同时在其他方向上规避风险。估值理论还导致了新的资产定价方程,从风险中性协变量推断资产变化。从平均收益和协变量的转变是必要的,因为关注由替代概率的度量表示的瞬时风险敞口。
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引用次数: 0
期刊
Annals of Finance
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