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DYNAMIC PROBABILISTIC FORECASTING WITH UNCERTAINTY 具有不确定性的动态概率预测
IF 0.5 Q4 BUSINESS, FINANCE Pub Date : 2021-10-23 DOI: 10.1142/s0219024921500345
FRED ESPEN BENTH, GLEDA KUTROLLI, SILVANA STEFANI
In this paper, we introduce a dynamical model for the time evolution of probability density functions incorporating uncertainty in the parameters. The uncertainty follows stochastic processes, thereby defining a new class of stochastic processes with values in the space of probability densities. The purpose is to quantify uncertainty that can be used for probabilistic forecasting. Starting from a set of traded prices of equity indices, we do some empirical studies. We apply our dynamic probabilistic forecasting to option pricing, where our proposed notion of model uncertainty reduces to uncertainty on future volatility. A distribution of option prices follows, reflecting the uncertainty on the distribution of the underlying prices. We associate measures of model uncertainty of prices in the sense of Cont.
本文引入了一个包含参数不确定性的概率密度函数时间演化的动力学模型。不确定性跟随随机过程,从而定义了一类新的随机过程,其值在概率密度空间中。目的是量化可用于概率预测的不确定性。本文从一组股票指数的交易价格入手,进行了实证研究。我们将动态概率预测应用于期权定价,将模型不确定性的概念简化为对未来波动率的不确定性。接下来是期权价格的分布,反映了基础价格分布的不确定性。我们将价格模型不确定性的度量与Cont的意义联系起来。
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引用次数: 0
Rating Transitions Forecasting: A filtering Approach 评级转换预测:一种过滤方法
IF 0.5 Q4 BUSINESS, FINANCE Pub Date : 2021-09-22 DOI: 10.1142/s0219024923500097
Areski Cousin, J. Lelong, Tom Picard
Analyzing the effect of business cycle on rating transitions has been a subject of great interest these last fifteen years, particularly due to the increasing pressure coming from regulators for stress testing. In this paper, we consider that the dynamics of rating migrations is governed by an unobserved latent factor. Under a point process filtering framework, we explain how the current state of the hidden factor can be efficiently inferred from observations of rating histories. We then adapt the classical Baum-Welsh algorithm to our setting and show how to estimate the latent factor parameters. Once calibrated, we may reveal and detect economic changes affecting the dynamics of rating migration, in real-time. To this end we adapt a filtering formula which can then be used for predicting future transition probabilities according to economic regimes without using any external covariates. We propose two filtering frameworks: a discrete and a continuous version. We demonstrate and compare the efficiency of both approaches on fictive data and on a corporate credit rating database. The methods could also be applied to retail credit loans.
在过去的十五年里,分析商业周期对评级转换的影响一直是人们非常感兴趣的话题,特别是由于监管机构对压力测试的压力越来越大。在本文中,我们认为评级迁移的动态是由一个未观察到的潜在因素决定的。在点过程过滤框架下,我们解释了如何从评级历史的观察中有效地推断隐藏因素的当前状态。然后,我们将经典的Baum-Welsh算法应用于我们的设置,并展示如何估计潜在因素参数。一旦校准,我们可以实时揭示和检测影响评级迁移动态的经济变化。为此,我们采用了一个过滤公式,该公式可以用于根据经济制度预测未来的过渡概率,而不使用任何外部协变量。我们提出了两个过滤框架:离散版本和连续版本。我们展示并比较了两种方法在虚拟数据和企业信用评级数据库上的效率。这些方法也可以应用于零售信贷。
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引用次数: 0
A Mean-Field Extension of the LIBOR Market Model LIBOR市场模型的平均场推广
IF 0.5 Q4 BUSINESS, FINANCE Pub Date : 2021-09-22 DOI: 10.1142/S0219024922500054
Sascha Desmettre, Simon Hochgerner, Sanela Omerovic, S. Thonhauser
We introduce a mean-field extension of the LIBOR market model (LMM) which preserves the basic features of the original model. Among others, these features are the martingale property, a directly implementable calibration and an economically reasonable parametrization of the classical LMM. At the same time, the mean-field LIBOR market model (MF-LMM) is designed to reduce the probability of exploding scenarios, arising in particular in the market-consistent valuation of long-term guarantees. To this end, we prove existence and uniqueness of the corresponding MF-LMM and investigate its practical aspects, including a Black '76-type formula. Moreover, we present an extensive numerical analysis of the MF-LMM. The corresponding Monte Carlo method is based on a suitable interacting particle system which approximates the underlying mean-field equation.
我们引入了LIBOR市场模型(LMM)的平均场扩展,该扩展保留了原始模型的基本特征。其中,这些特征是鞅性,可直接实现的校准和经济上合理的经典LMM参数化。同时,平均场LIBOR市场模型(MF-LMM)旨在降低爆炸情景的可能性,特别是在长期担保的市场一致估值中产生的可能性。为此,我们证明了相应的MF-LMM的存在唯一性,并研究了它的实用方面,包括Black '76型公式。此外,我们还对MF-LMM进行了广泛的数值分析。相应的蒙特卡罗方法是基于一个合适的相互作用粒子系统,它近似于底层的平均场方程。
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引用次数: 1
THE AFFINE RATIONAL POTENTIAL MODEL 仿射有理势模型
IF 0.5 Q4 BUSINESS, FINANCE Pub Date : 2021-09-17 DOI: 10.1142/s021902492150031x
THE ANH NGUYEN, FRANK THOMAS SEIFRIED
We develop a class of rational term structure models in the framework of the potential approach based upon a family of positive supermartingales that are driven by an affine Markov process. These models generally feature nonnegative interest rates and analytic pricing formulae for zero bonds, caps, swaptions, and European currency options, even in the presence of multiple factors. Moreover, in a model specification, the short rate stays near the zero lower bound for an extended period.
我们基于一组由仿射马尔可夫过程驱动的正上鞅,在潜在方法的框架中开发了一类理性期限结构模型。这些模型通常以非负利率和零债券、上限、互换和欧洲货币期权的分析定价公式为特征,即使存在多种因素。此外,在模型规范中,短期利率在较长时期内保持在下界零附近。
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引用次数: 0
Local Risk Minimization of Contingent Claims Simultaneously Exposed to Endogenous and Exogenous Default Times 同时暴露于内生和外生违约时间的或有债权的局部风险最小化
IF 0.5 Q4 BUSINESS, FINANCE Pub Date : 2021-09-10 DOI: 10.1142/s0219024921500333
Ramin Okhrati, Nikolaos Karpathopoulos
We study the local risk minimization approach for contingent claims that might be simultaneously prone to both endogenous (or structural) and exogenous (or reduced form) default events. The exogenous default time is defined through a hazard rate process that can depend on both the underlying risky asset values and its running infimum process. On the other hand, the endogenous default time could be modeled by a first-passage-time approach. In particular, our framework provides a unification of structural and reduced form credit risk modeling. In our work, the evolution of the underlying risky asset values is modeled by an exponential Lévy process, for example exponential jump-diffusion models. Our aim is to determine locally risk minimizing hedging strategies of the contingent claims that are affected by both structural and reduced form default events, through solutions of either partial differential equations or partial-integro differential equations. Finally, we show that these solutions are numerically implementable, and we provide some numerical examples.
我们研究了可能同时容易发生内生(或结构性)和外生(或简化形式)违约事件的或有债权的局部风险最小化方法。外生违约时间是通过风险率过程定义的,风险率过程可以依赖于潜在的风险资产价值及其运行的最小值过程。另一方面,内源性默认时间可以通过首次通过时间方法建模。特别是,我们的框架提供了结构化和简化形式信用风险建模的统一。在我们的工作中,潜在风险资产价值的演变是通过指数lsamvy过程建模的,例如指数跳跃-扩散模型。我们的目标是通过偏微分方程或偏积分微分方程的解,确定受结构和简化形式违约事件影响的或有债权的局部风险最小化对冲策略。最后,我们证明了这些解在数值上是可实现的,并给出了一些数值例子。
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引用次数: 0
OPTION IMPLIED VIX, SKEW AND KURTOSIS TERM STRUCTURES 期权暗示了波动率、偏度和峰度期限结构
IF 0.5 Q4 BUSINESS, FINANCE Pub Date : 2021-09-04 DOI: 10.1142/s0219024921500308
DILIP B. MADAN, KING WANG
Comparisons are made of the Chicago Board of Options Exchange (CBOE) skew index with those derived from parametric skews of bilateral gamma models and from the differentiation of option implied characteristic exponents. Discrepancies can be due to strike discretization in evaluating prices of powered returns. The remedy suggested employs a finer and wider set of strikes obtaining additional option prices by interpolation and extrapolation of implied volatilities. Procedures of replicating powered return claims are applied to the fourth power and the derivation of kurtosis term structures. Regressions of log skewness and log excess kurtosis on log maturity confirm the positivity of decay in these higher moments. The decay rates are below those required by processes of independent and identically distributed increments.
将芝加哥期权交易所(CBOE)的偏态指数与双边gamma模型的参数偏态和期权隐含特征指数的微分推导的偏态指数进行了比较。在评估动力回报的价格时,差异可能是由于执行离散造成的。建议的补救措施采用更精细、更广泛的一套期权,通过内插和外推隐含波动率获得额外的期权价格。对四次幂和峰度期限结构的推导应用了复制有动力回报要求的程序。对对数成熟度的对数偏度和对数过量峰度的回归证实了在这些高矩处衰减的正性。衰减率低于独立和同分布增量过程所要求的衰减率。
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引用次数: 0
OPTIMAL DYNAMIC FUTURES PORTFOLIO UNDER A MULTIFACTOR GAUSSIAN FRAMEWORK 多因素高斯框架下的最优动态期货投资组合
IF 0.5 Q4 BUSINESS, FINANCE Pub Date : 2021-08-28 DOI: 10.1142/s021902492150028x
TIM LEUNG, RAPHAEL YAN, YANG ZHOU
We study the problem of dynamically trading futures in continuous time under a multifactor Gaussian framework. We present a utility maximization approach to determine the optimal futures trading strategy. This leads to the explicit solution to the Hamilton–Jacobi–Bellman (HJB) equations. We apply our stochastic framework to two-factor models, namely, the Schwartz model and Central Tendency Ornstein–Uhlenbeck (CTOU) model. We also develop a multiscale CTOU model, which has a fast mean-reverting and a slow mean-reverting factor in the spot asset price dynamics. Numerical examples are provided to illustrate the investor’s optimal positions for different futures portfolios.
在多因素高斯框架下研究了连续时间内期货动态交易问题。提出了一种效用最大化方法来确定最优期货交易策略。这就得到了Hamilton-Jacobi-Bellman (HJB)方程的显式解。我们将随机框架应用于双因素模型,即Schwartz模型和集中趋势Ornstein-Uhlenbeck (CTOU)模型。我们还开发了一个多尺度CTOU模型,该模型在现货资产价格动态中具有快速均值回归和缓慢均值回归因素。通过数值例子说明了投资者在不同期货投资组合中的最优头寸。
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引用次数: 0
DISCRETE-TIME OPTIMAL EXECUTION UNDER A GENERALIZED PRICE IMPACT MODEL WITH MARKOVIAN EXOGENOUS ORDERS 具有马尔可夫外生订单的广义价格影响模型下离散时间最优执行
IF 0.5 Q4 BUSINESS, FINANCE Pub Date : 2021-08-06 DOI: 10.1142/S0219024921500254
M. Fukasawa, M. Ohnishi, Makoto Shimoshimizu
This paper examines a discrete-time optimal trade execution problem with generalized price impact. We extend a model recently discussed, which considers price impacts of aggregate random trade orders posed by small traders as well as a large trader. In contrast that assumes aggregate trading volumes submitted by small traders are serially independent, this paper allows a Markovian dependence. Our new problem is formulated as a Markov decision process with state variables including the last small traders' aggregate orders. Over a finite horizon, the large trader with Constant Absolute Risk Aversion (CARA) von Neumann-Morgenstern (vN-M) utility function maximizes the expected utility from the final wealth. By applying the backward induction method of dynamic programming, we characterize the optimal value function and optimal trade execution strategy, and conclude that the execution strategy is a time-dependent affine function of three state variables. Moreover, numerical analysis prevails that the optimal execution strategy admits a `statistical arbitrage' via a round-trip trading, although our model considers a linear permanent price impact, which does not admit any price manipulation or arbitrage. The reason is that our model considers price impacts caused by small traders' orders with a Markovian dependence.
本文研究了一个具有广义价格影响的离散时间最优交易执行问题。我们扩展了最近讨论的一个模型,该模型考虑了小交易者和大交易者提出的总随机交易订单的价格影响。相反,假设小交易者提交的总交易量是序列独立的,本文允许马尔可夫依赖。我们的新问题被表述为一个马尔可夫决策过程,其状态变量包括最后的小交易者的总订单。在有限的视域内,具有恒定绝对风险厌恶(CARA)冯·诺伊曼-摩根斯特恩(vN-M)效用函数的大型交易者使最终财富的预期效用最大化。运用动态规划的逆向归纳法,刻画了最优价值函数和最优交易执行策略,得出了最优交易执行策略是三个状态变量的时变仿射函数。此外,数值分析普遍认为,最优执行策略允许通过往返交易进行“统计套利”,尽管我们的模型考虑了线性的永久价格影响,这不允许任何价格操纵或套利。原因是我们的模型考虑了具有马尔可夫依赖性的小交易者订单对价格的影响。
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引用次数: 1
PRACTICAL INVESTMENT CONSEQUENCES OF THE SCALARIZATION PARAMETER FORMULATION IN DYNAMIC MEAN–VARIANCE PORTFOLIO OPTIMIZATION 动态均方差投资组合优化中标量化参数公式的实际投资结果
IF 0.5 Q4 BUSINESS, FINANCE Pub Date : 2021-08-01 DOI: 10.1142/s0219024921500291
Pieter M. van Staden, D. Dang, P. Forsyth
We consider the practical investment consequences of implementing the two most popular formulations of the scalarization (or risk-aversion) parameter in the time-consistent dynamic mean–variance (MV) portfolio optimization problem. Specifically, we compare results using a scalarization parameter assumed to be (i) constant and (ii) inversely proportional to the investor’s wealth. Since the link between the scalarization parameter formulation and risk preferences is known to be nontrivial (even in the case where a constant scalarization parameter is used), the comparison is viewed from the perspective of an investor who is otherwise agnostic regarding the philosophical motivations underlying the different formulations and their relation to theoretical risk-aversion considerations, and instead simply wishes to compare investment outcomes of the different strategies. In order to consider the investment problem in a realistic setting, we extend some known results to allow for the case where the risky asset follows a jump-diffusion process, and examine multiple sets of plausible investment constraints that are applied simultaneously. We show that the investment strategies obtained using a scalarization parameter that is inversely proportional to wealth, which enjoys widespread popularity in the literature applying MV optimization in institutional settings, can exhibit some undesirable and impractical characteristics.
我们考虑在时间一致动态均值-方差(MV)投资组合优化问题中实现两种最流行的标化(或风险规避)参数公式的实际投资后果。具体来说,我们使用假设为(i)常数和(ii)与投资者财富成反比的标量化参数来比较结果。由于标化参数公式和风险偏好之间的联系是众所周知的重要的(即使在使用恒定标化参数的情况下),因此比较是从投资者的角度来看的,投资者对不同公式背后的哲学动机以及它们与理论风险规避考虑的关系是不可知论的,而只是希望比较不同策略的投资结果。为了在现实环境中考虑投资问题,我们扩展了一些已知的结果,以允许风险资产遵循跳跃扩散过程的情况,并检查同时应用的多组似是而非的投资约束。我们表明,使用与财富成反比的标量化参数获得的投资策略,在文献中广泛流行,将MV优化应用于机构设置,可能会表现出一些不可取和不切实际的特征。
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引用次数: 2
COMPARING THE SMALL-SAMPLE ESTIMATION ERROR OF CONCEPTUALLY DIFFERENT RISK MEASURES 比较概念上不同风险度量的小样本估计误差
IF 0.5 Q4 BUSINESS, FINANCE Pub Date : 2021-07-22 DOI: 10.1142/S0219024921500242
B. Auer, Frank Schuhmacher
Motivated by the need to correctly rank risky alternatives in many investment, insurance and operations research applications, this paper uses a generalized location and scale framework from utility theory to propose a simple but powerful metric for comparing the estimation error of conceptually different risk measures. In an illustrative application, we obtain this metric — the probability that a risk measure ranks two assets falsely in finite samples — via Monte Carlo simulation for fourteen popular measures of risk and different distributional settings. Its results allow us to highlight interesting risk measure properties such as their relative quality under varying degrees of skewness and kurtosis. Because of the generality of our approach, the error probabilities derived for classic risk measures can serve as a benchmark for newly proposed measures seeking to replace the classic ones in decision making. It also supports the identification of the most suitable risk measures for a given distributional environment.
由于在许多投资、保险和运筹学应用中需要对风险选择进行正确排序,本文使用效用理论的广义位置和规模框架,提出了一个简单但强大的度量,用于比较概念上不同的风险度量的估计误差。在一个说明性应用中,我们通过蒙特卡罗模拟14种流行的风险度量和不同的分布设置,获得了这个度量——风险度量在有限样本中对两个资产进行错误排名的概率。其结果使我们能够突出有趣的风险度量属性,例如它们在不同程度的偏度和峰度下的相对质量。由于本文方法的通用性,经典风险度量的误差概率可以作为决策中寻求替代经典度量的新度量的基准。它还支持为给定的分布环境确定最合适的风险措施。
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引用次数: 1
期刊
International Journal of Theoretical and Applied Finance
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