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Distributionally Robust Risk Evaluation With a Causality Constraint and Structural Information 基于因果约束和结构信息的分布鲁棒性风险评估
IF 2.4 3区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2025-06-16 DOI: 10.1111/mafi.12466
Bingyan Han

This work studies the distributionally robust evaluation of expected values over temporal data. A set of alternative measures is characterized by the causal optimal transport. We prove the strong duality and recast the causality constraint as minimization over an infinite-dimensional test function space. We approximate test functions by neural networks and prove the sample complexity with Rademacher complexity. An example is given to validate the feasibility of technical assumptions. Moreover, when structural information is available to further restrict the ambiguity set, we prove the dual formulation and provide efficient optimization methods. Our framework outperforms the classic counterparts in the distributionally robust portfolio selection problem. The connection with the naive strategy is also investigated numerically.

这项工作研究了期望值在时间数据上的分布稳健性评估。一组备选措施的特征是因果最优运输。我们证明了强对偶性,并将因果约束转化为无限维测试函数空间上的极小化。我们用神经网络逼近测试函数,并用Rademacher复杂度证明样本复杂度。通过实例验证了技术假设的可行性。此外,当结构信息可用时,进一步限制模糊集,证明了对偶公式,并提供了有效的优化方法。我们的框架在分布鲁棒性投资组合选择问题上优于经典框架。并对其与朴素策略的关系进行了数值研究。
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引用次数: 0
Robust Λ $Lambda$ -Quantiles and Extremal Distributions 稳健Λ $Lambda$ -分位数和极值分布
IF 2.4 3区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2025-06-13 DOI: 10.1111/mafi.12467
Xia Han, Peng Liu

In this paper, we investigate the robust models for Λ$Lambda$-quantiles with partial information regarding the loss distribution, where Λ$Lambda$-quantiles extend the classical quantiles by replacing the fixed probability level with a probability/loss function Λ$Lambda$. We find that, under some assumptions, the robust Λ$Lambda$-quantiles equal the Λ$Lambda$-quantiles of the extremal distributions. This finding allows us to obtain the robust Λ$Lambda$-quantiles by applying the results of robust quantiles in the literature. Our results are applied to uncertainty sets characterized by the following three different constraints, respectively: moment constraints, probability distance constraints via the Wasserstein metric, and marginal constraints in risk aggregation. We obtain some explicit expressions for robust Λ$Lambda$-quantiles by deriving the extremal distributions for each uncertainty set. These results are applied to optimal portfolio selection under model uncertainty.

在本文中,我们研究了关于损失分布的部分信息的Λ $Lambda$ -分位数的鲁棒模型,其中Λ $Lambda$ -分位数通过用概率/损失函数Λ $Lambda$替换固定概率水平来扩展经典分位数。我们发现,在某些假设下,稳健的Λ $Lambda$ -分位数等于极值分布的Λ $Lambda$ -分位数。这一发现使我们能够通过应用文献中稳健分位数的结果获得稳健的Λ $Lambda$ -分位数。我们的结果应用于以下三种不同约束特征的不确定性集,分别是:力矩约束、通过Wasserstein度量的概率距离约束和风险聚合中的边际约束。通过推导每个不确定性集的极值分布,我们得到了稳健Λ $Lambda$ -分位数的一些显式表达式。这些结果应用于模型不确定性下的最优投资组合选择。
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引用次数: 0
Hedging of Fixing Exposure 对冲固定风险敞口
IF 2.4 3区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2025-06-06 DOI: 10.1111/mafi.12464
Johannes Muhle-Karbe, Roel Oomen, Benjamin Weber

FX fixings are an indispensable and widely used reference rate in a market that trades continuously without an official close. Yet, a dealer's handling of fix transactions is a much debated topic. Especially when exposure to the fix is large relative to available market liquidity and hedging may extend to the pre-fix window, an inherent conflict of interest can arise between dealer and client. In this paper we use a model with permanent and transient market impact to characterize a dealer's optimal strategy to hedge fixing exposure. We show that smaller fix exposures are fully hedged over the calculation window, but that larger fix transactions are optimally hedged over a longer horizon that includes the pre-fix window. A client's all-in transaction costs can be lowered by pre-fix hedging provided that transient impact decays sufficiently quickly and dominates permanent impact.

在一个没有官方收盘的连续交易市场上,外汇定盘价是一种不可或缺的、广泛使用的参考汇率。然而,交易商对定盘交易的处理是一个备受争议的话题。特别是当对定盘价的敞口相对于可用的市场流动性很大,而且对冲可能会延伸到定盘前窗口时,交易商和客户之间可能会产生固有的利益冲突。本文使用一个具有永久和短暂市场冲击的模型来描述交易商对冲定盘风险的最优策略。我们表明,较小的固定头寸敞口在计算窗口内被完全对冲,但较大的固定头寸交易在包括预固定窗口在内的较长时间内被最佳对冲。客户的全部交易成本可以通过预先套期保值来降低,前提是短暂影响衰减得足够快,并压倒永久影响。
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引用次数: 0
Optimal Liquidation With Signals: The General Propagator Case 带信号的最优清算:一般传播子情况
IF 2.4 3区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2025-06-06 DOI: 10.1111/mafi.12465
Eduardo Abi Jaber, Eyal Neuman

We consider a class of optimal liquidation problems where the agent's transactions create transient price impact driven by a Volterra-type propagator along with temporary price impact. We formulate these problems as maximization of a revenue-risk functionals, where the agent also exploits available information on a progressively measurable price predicting signal. By using an infinite dimensional stochastic control approach, we characterize the value function in terms of a solution to a free-boundary L2$L^2$-valued backward stochastic differential equation and an operator-valued Riccati equation. We then derive analytic solutions to these equations, which yields an explicit expression for the optimal trading strategy. We show that our formulas can be implemented in a straightforward and efficient way for a large class of price impact kernels with possible singularities such as the power-law kernel.

我们考虑了一类最优清算问题,其中代理人的交易产生了由voltera型传播因子驱动的瞬时价格影响以及临时价格影响。我们将这些问题表述为收益-风险函数的最大化,其中代理也利用可逐步测量的价格预测信号上的可用信息。利用无限维随机控制方法,我们用自由边界l2 $L^2$值倒向随机微分方程和算子值Riccati方程的解来表征值函数。然后推导出这些方程的解析解,得到最优交易策略的显式表达式。我们表明,我们的公式可以以一种简单有效的方式实现,适用于一类具有可能奇点的价格影响核,如幂律核。
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引用次数: 0
Volatility Models in Practice: Rough, Path-Dependent, or Markovian? 波动率模型的实践:粗糙,路径依赖,还是马尔可夫?
IF 2.4 3区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2025-05-06 DOI: 10.1111/mafi.12463
Eduardo Abi Jaber, Shaun (Xiaoyuan) Li

We present an empirical study examining several claims related to option prices in rough volatility literature using SPX options data. Our results show that rough volatility models with the parameter H(0,1/2)$H in (0,1/2)$ are inconsistent with the global shape of SPX smiles. In particular, the at-the-money SPX skew is incompatible with the power-law shape generated by these models, which increases too fast for short maturities and decays too slowly for longer maturities. For maturities between 1 week and 3 months, rough volatility models underperform one-factor Markovian models with the same number of parameters. When extended to longer maturities, rough volatility models do not consistently outperform one-factor Markovian models. Our study identifies a non-rough path-dependent model and a two-factor Markovian model that outperform their rough counterparts in capturing SPX smiles between 1 week and 3 years, with only three to four parameters.

我们提出了一项实证研究,利用SPX期权数据,研究了粗糙波动率文献中与期权价格相关的几种主张。结果表明,参数H∈(0,1/2)$ H in(0,1/2)$的粗糙波动率模型与SPX微笑的全局形状不一致。特别是,按现价计算的标准普尔指数偏差与这些模型产生的幂律形状不相容,幂律对于短期期限增长太快,而对于较长期限则衰减太慢。对于1周至3个月的期限,粗糙波动率模型的表现不如具有相同参数数量的单因素马尔可夫模型。当扩展到更长的期限时,粗糙波动率模型并不总是优于单因素马尔可夫模型。我们的研究确定了一个非粗糙路径依赖模型和一个双因素马尔可夫模型,它们在捕捉1周到3年的SPX微笑方面优于粗糙模型,只有3到4个参数。
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引用次数: 0
Optimal Contracts for Delegated Order Execution 委托订单执行的最优合同
IF 2.4 3区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2025-04-23 DOI: 10.1111/mafi.12462
Martin Larsson, Johannes Muhle-Karbe, Benjamin Weber

We determine the optimal affine contract for a client who delegates their order execution to a dealer. Existence and uniqueness are established for general linear price impact dynamics of the dealer's trades. Explicit solutions are available for the model of Obizhaeva and Wang, for example, and a simple gradient descent algorithm is applicable in general. The optimal contract allows the client to almost achieve the first-best performance without any agency conflicts for many reasonable parameter values. Common trading arrangements arise as limiting cases. In particular, optimal contracts for many reasonable model parameters resemble the “fixing contract” common in FX markets, in that they only incorporate market prices briefly before the conclusion of the trade. Price manipulation by the dealer is avoided by only putting a sufficiently small weight on these prices, and complementing this part of the contract with a sufficiently large fixed fee.

我们为委托经销商执行订单的客户确定最优仿射合约。建立了交易商交易的一般线性价格影响动态的存在唯一性。例如Obizhaeva和Wang的模型有显式解,一般使用简单的梯度下降算法。对于许多合理的参数值,最优契约允许客户端在不产生任何代理冲突的情况下几乎达到最优性能。常见的交易安排是在有限情况下出现的。特别是,许多合理模型参数的最优合约类似于外汇市场中常见的“固定合约”,因为它们只在交易结束前短暂地纳入市场价格。通过在这些价格上施加足够小的权重,并以足够大的固定费用补充合同的这一部分,可以避免交易商操纵价格。
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引用次数: 0
Statistical Error Bounds for Weighted Mean and Median With Application to Robust Aggregation of Cryptocurrency Data 加权均值和中值的统计误差界限及其在加密货币数据鲁棒聚合中的应用
IF 2.4 3区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2025-04-11 DOI: 10.1111/mafi.12461
Michaël Allouche, Mnacho Echenim, Emmanuel Gobet, Anne-Claire Maurice

We study price aggregation methodologies applied to crypto-currency prices with quotations fragmented on different platforms. An intrinsic difficulty is that the price returns and volumes are heavy-tailed, with many outliers, making averaging and aggregation challenging. While conventional methods rely on volume-weighted average prices (called VWAPs), or volume-weighted median prices (called VWMs), we develop a new robust weighted median (RWM) estimator that is robust to price and volume outliers. Our study is based on new probabilistic concentration inequalities for weighted means and weighted quantiles under different tail assumptions (heavy tails, sub-gamma tails, sub-Gaussian tails). This justifies that fluctuations of VWAP and VWM are statistically important given the heavy-tailed properties of volumes and/or prices. We show that our RWM estimator overcomes this problem and also satisfies all the desirable properties of a price aggregator. We illustrate the behavior of RWM on synthetic data (within a parametric model close to real data): Our estimator achieves a statistical accuracy twice as good as its competitors, and also allows to recover realized volatilities in a very accurate way. Tests on real data are also performed and confirm the good behavior of the estimator on various use cases.

我们研究了应用于不同平台上报价分散的加密货币价格的价格聚合方法。一个内在的困难是,价格回报和交易量是重尾的,有许多异常值,这使得平均和汇总具有挑战性。虽然传统方法依赖于体积加权平均价格(vwap)或体积加权中位数价格(VWMs),但我们开发了一种新的鲁棒加权中位数(RWM)估计器,它对价格和体积异常值具有鲁棒性。我们的研究基于不同尾部假设(重尾、亚伽马尾、亚高斯尾)下加权均值和加权分位数的新概率集中不等式。这证明,考虑到数量和/或价格的重尾特性,VWAP和VWM的波动在统计上是重要的。我们证明我们的RWM估计器克服了这个问题,并且满足价格聚合器的所有期望性质。我们说明了RWM在合成数据上的行为(在接近真实数据的参数模型中):我们的估计器达到了比其竞争对手高一倍的统计精度,并且还允许以非常准确的方式恢复已实现的波动。还执行了对真实数据的测试,并确认了评估器在各种用例上的良好行为。
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引用次数: 0
A Pure Dual Approach for Hedging Bermudan Options 百慕达期权的纯双重套期保值方法
IF 2.4 3区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2025-03-09 DOI: 10.1111/mafi.12460
Aurélien Alfonsi, Ahmed Kebaier, Jérôme Lelong

This paper develops a new dual approach to compute the hedging portfolio of a Bermudan option and its initial value. It gives a “purely dual” algorithm following the spirit of Rogers in the sense that it only relies on the dual pricing formula. The key is to rewrite the dual formula as an excess reward representation and to combine it with a strict convexification technique. The hedging strategy is then obtained by using a Monte-Carlo method, solving backward a sequence of least square problems. We show convergence results for our algorithm and test it on many different Bermudan options. Beyond giving directly the hedging portfolio, the strength of the algorithm is to assess both the relevance of including financial instruments in the hedging portfolio and the effect of the rebalancing frequency.

本文提出了一种新的二元方法来计算百慕大期权的套期保值组合及其初始值。它给出了一个遵循罗杰斯精神的“纯对偶”算法,因为它只依赖于对偶定价公式。关键是将对偶公式重写为超额奖励表示,并将其与严格的凸化技术相结合。然后利用蒙特卡罗方法,逆向求解一系列最小二乘问题,得到对冲策略。我们展示了算法的收敛结果,并在许多不同的百慕大期权上进行了测试。除了直接给出对冲投资组合之外,该算法的优势在于评估在对冲投资组合中包含金融工具的相关性以及再平衡频率的影响。
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引用次数: 0
Systemic Robustness: A Mean-Field Particle System Approach 系统鲁棒性:平均场粒子系统方法
IF 2.4 3区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2025-02-05 DOI: 10.1111/mafi.12459
Erhan Bayraktar, Gaoyue Guo, Wenpin Tang, Yuming Paul Zhang

This paper is concerned with the problem of capital provision in a large particle system modeled by stochastic differential equations involving hitting times, which arises from considerations of systemic risk in a financial network. Motivated by Tang and Tsai, we focus on the number or proportion of surviving entities that never default to measure the systemic robustness. First we show that the mean-field particle system and its limit McKean–Vlasov equation are both well-posed by virtue of the notion of minimal solutions. We then establish a connection between the proportion of surviving entities in the large particle system and the probability of default in the McKean–Vlasov equation as the size of the interacting particle system N$N$ tends to infinity. Finally, we study the asymptotic efficiency of capital provision for different drift β$beta$, which is linked to the economy regime: The expected number of surviving entities has a uniform upper bound if β<0$beta <0$; it is of order N$sqrt {N}$ if β=0$beta =0$; and it is of order N$N$ if β>0$beta >0$, where the effect of capital provision is negligible.

本文考虑了金融网络中系统风险的影响,研究了用包含命中时间的随机微分方程建模的大粒子系统中的资金供应问题。在Tang和Tsai的激励下,我们关注的是从未违约的幸存实体的数量或比例,以衡量系统的稳健性。首先,我们利用最小解的概念证明了平均场粒子系统及其极限McKean-Vlasov方程都是适定的。然后,当相互作用的粒子系统N $N$的大小趋于无穷大时,我们在McKean-Vlasov方程中建立了大粒子系统中幸存实体的比例与违约概率之间的联系。最后,我们研究了不同漂移β $beta$下资本准备的渐近效率,这与经济制度有关:当β &lt; 0 $beta <0$时,生存实体的期望数量有一个统一的上界;如果β = 0 $beta =0$,则为N阶$sqrt {N}$;如果β &gt; 0 $beta >0$,则为N阶$N$,其中资本准备的影响可以忽略不计。
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引用次数: 0
Polar Coordinates for the 3/2 Stochastic Volatility Model 3/2随机波动模型的极坐标
IF 1.6 3区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2025-02-05 DOI: 10.1111/mafi.12455
Paul Nekoranik
<p>The 3/2 stochastic volatility model is a continuous positive process <i>s</i> with a correlated infinitesimal variance process <span></span><math> <semantics> <mi>ν</mi> <annotation>$nu $</annotation> </semantics></math>. The exact definition is provided in the Introduction immediately below. By inspecting the geometry associated with this model, we discover an explicit smooth map <span></span><math> <semantics> <mi>ψ</mi> <annotation>$ psi $</annotation> </semantics></math> from <span></span><math> <semantics> <msup> <mrow> <mo>(</mo> <msup> <mi>R</mi> <mo>+</mo> </msup> <mo>)</mo> </mrow> <mn>2</mn> </msup> <annotation>$({mathbb{R}}^+)^2 $</annotation> </semantics></math> to the punctured plane <span></span><math> <semantics> <mrow> <msup> <mi>R</mi> <mn>2</mn> </msup> <mo>−</mo> <mrow> <mo>(</mo> <mn>0</mn> <mo>,</mo> <mn>0</mn> <mo>)</mo> </mrow> </mrow> <annotation>${mathbb{R}}^2-(0,0)$</annotation> </semantics></math> for which the process <span></span><math> <semantics> <mrow> <mo>(</mo> <mi>u</mi> <mo>,</mo> <mi>v</mi> <mo>)</mo> <mo>=</mo> <mi>ψ</mi> <mo>(</mo> <mi>ν</mi> <mo>,</mo> <mi>s</mi> <mo>)</mo> </mrow> <annotation>$(u,v)=psi(nu,s)$</annotation> </semantics></math> satisfies an SDE of a simpler form, with independent Brownian motions and the identity matrix as diffusion coefficient. Moreover, <span></span><math> <semantics> <mrow> <mo>(</mo> <msub> <mi>ν</mi> <mi>t</mi> </msub> <mo>,</mo> <msub> <mi>s</mi> <mi>t</mi> </msub> <mo>)</mo> </mrow> <annotation>$(nu_t,s_t)$</annotation> </semantics></math> is r
3/2随机波动模型是一个连续的正过程s,具有一个相关的无穷小方差过程ν $nu $。确切的定义在下面的介绍中提供。通过检查与这个模型相关的几何结构,我们发现了一个从(R +) 2 $({mathbb{R}}^+)^2 $到穿孔平面的显式光滑映射ψ $ psi $r2−(0,0)${mathbb{R}}^2-(0,0)$,其中过程(u,v) = ψ (ν, s) $(u,v)=psi(nu,s)$满足一个更简单形式的SDE,具有独立的布朗运动和单位矩阵作为扩散系数。此外,(ν t,S t) $(nu_t,s_t)$可从路径(u,V) [0,T] $(u,v)_{[0,t]}$通过只依赖于(u) T的距离的地图,V t) $(u_t,v_t)$和绕原点的绕线角(u),V) [0, t] $(u,v)_{[0,t]}$。我们称这个过程为(u, v) $(u,v)$以及它到(ν)的映射,S) $(nu,s)$ 3/2模型的极坐标系统。我们通过使用极坐标系统写出该模型在t = 0处所有打击的渐近微笑来证明它的实用性。我们还给出了一个关于最小化随机波动模型的无限小协方差矩阵的映射存在性障碍的一般定理。
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引用次数: 0
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Mathematical Finance
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