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Multilevel and Tail Risk Management 多层次和尾部风险管理
Pub Date : 2020-08-31 DOI: 10.1093/JJFINEC/NBAA044
Lynda Khalaf, A. Leccadito, G. Urga
We introduce backtesting methods to assess Value-at-Risk (VaR) and Expected Shortfall (ES) that require no more than desktop VaR violations as inputs. Maintaining an integrated VaR perspective, our methodology relies on multiple testing to combine evidence on the frequency and dynamic evolution of violations, and to capture more information than a single threshold can provide about the magnitude of violations. Contributions include a formal finite sample analysis of the joint distribution of multi-threshold violations, and limiting results that unify discrete and continuous definitions of cumulative violations across thresholds. Simulation studies demonstrate the power advantages of the proposed tests, particularly with small samples and when underlying models are unavailable to assessors. Results also reinforce the usefulness of CaViaR approaches not just for VaR but also as ES backtests. Empirically, we assess desktop data by Bloomberg on exchange traded funds. We find that tail risk is not adequately reflected via a wide spectrum of models and available measures. Results provide useful prescriptions for empirical practice and, more generally, reinforce the recent arguments in favor of combined tests and forecasts in tail risk management.
我们引入回溯测试方法来评估风险价值(VaR)和预期缺口(ES),这些方法只需要桌面VaR违规作为输入。维护一个集成的VaR视角,我们的方法依赖于多个测试来结合关于违规频率和动态演变的证据,并捕获比单个阈值所能提供的关于违规程度的更多信息。贡献包括多阈值违规联合分布的正式有限样本分析,以及统一跨阈值累积违规的离散和连续定义的限制性结果。仿真研究证明了所建议的测试的强大优势,特别是在小样本和评估人员无法获得基础模型的情况下。结果还强化了CaViaR方法的实用性,不仅适用于VaR,也适用于ES回测。经验上,我们评估了彭博交易所交易基金的桌面数据。我们发现,尾部风险没有通过广泛的模型和可用的措施得到充分反映。结果为经验实践提供了有用的处方,更一般地说,加强了最近在尾部风险管理中支持联合测试和预测的论点。
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引用次数: 2
Limited Liability, Strategic Default and Bargaining Power 有限责任、战略违约与议价能力
Pub Date : 2020-08-28 DOI: 10.2139/ssrn.3682550
Mirco Balatti, Carolina López-Quiles
In this paper we examine the effects of limited liability on mortgage dynamics. While the literature has focused on default rates, renegotiation, or loan rates individually, we study them together as equilibrium outcomes of the strategic interaction between lenders and borrowers. We present a simple model of default and renegotiation where the degree of limited liability plays a key role in agents' strategies. We then use Fannie Mae loan performance data to test the predictions of the model. We focus on Metropolitan Statistical Areas that are crossed by a State border in order to exploit the discontinuity in regulation around the borders of States. As predicted by the model, we find that limited liability results in higher default rates and renegotiation rates. Regarding loan pricing, while the model predicts higher interest rates for limited liability loans, we find no such evidence in the Fannie Mae data. We further investigate this by using loan application data, which contains the interest rates on loans sold to private vs public investors. We find that private investors do price in the difference in ex-ante predictable default risk for limited liability loans.
在本文中,我们研究了有限责任对抵押动态的影响。虽然文献关注的是违约率、重新谈判或贷款利率,但我们将它们作为贷款人和借款人之间战略互动的均衡结果一起研究。我们提出了一个简单的违约和重新谈判模型,其中有限责任的程度在代理的策略中起着关键作用。然后,我们使用房利美贷款业绩数据来测试模型的预测。我们的重点是国家边界跨越的大都市统计区,以便利用国家边界周围监管的不连续性。正如模型预测的那样,我们发现有限责任导致更高的违约率和重新谈判率。在贷款定价方面,虽然模型预测有限责任贷款的利率会更高,但我们在房利美数据中没有发现这样的证据。我们通过使用贷款申请数据进一步调查这一点,其中包含出售给私人投资者和公共投资者的贷款利率。我们发现,私人投资者确实考虑了有限责任贷款事前可预测违约风险的差异。
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引用次数: 0
Smile-Implied Hedging with Volatility Risk 带波动风险的微笑隐含对冲
Pub Date : 2020-08-26 DOI: 10.2139/ssrn.3681662
Pascal François, Lars Stentoft
Options can be dynamically replicated using model-free Greeks extracted from the volatility smile. However, smile-implied delta and delta-gamma hedging do not achieve minimum variance in the presence of price-volatility correlation, and these strategies have shown poor performance relative to the Black-Scholes benchmark. We propose a way to extend smile-implied option replication with volatility risk management. Large-scale evidence on S&P 500 index options indicates that smile-implied delta-gamma-vega hedging strategies outperform the Black-Scholes approach as well as more sophisticated option hedging frameworks including stochastic volatility and jumps.
期权可以使用从波动微笑中提取的无模型希腊值来动态复制。然而,在存在价格波动相关性的情况下,微笑隐含delta和delta-gamma套期保值并没有达到最小方差,并且这些策略相对于Black-Scholes基准表现不佳。我们提出了一种将微笑暗示期权复制扩展到波动率风险管理的方法。标准普尔500指数期权的大规模证据表明,微笑暗示的delta-gamma-vega对冲策略优于Black-Scholes方法以及更复杂的期权对冲框架,包括随机波动率和跳跃。
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引用次数: 0
Calibration of exponential Hawkes processes using a Modified Bionomic Algorithm 用改进的仿生算法校正指数Hawkes过程
Pub Date : 2020-08-12 DOI: 10.2139/ssrn.3672195
Jing Chen, S. Pierre
The aim of this research is to develop a fast and robust variant of the evolutionary heuristic Bionomic algorithm and assess its contribution to solving complex parametric estimation problems, in conjunction with other traditional optimization techniques. We introduce a modified version of the Bionomic Algorithm (MB), designed to efficiently compute the MLE of self-exciting exponential Hawkes processes with increasing dimensionality of the solution space. Performance tests, performed on simulated and historical S&P 500 financial data, show that the MB algorithm, with its solutions locally improved by either the standard Nelder Mead (NM) or Expectation Maximization (EM) algorithm, converges significantly faster and more frequently to a near-global solution than the NM or EM algorithms operating alone. These test results illustrate the robustness and computational efficiency of the MB algorithm, combined with traditional optimization methods, in the optimization of complex objective functions of high dimensionality.
本研究的目的是开发一种快速且鲁棒的进化启发式生物算法变体,并评估其与其他传统优化技术一起解决复杂参数估计问题的贡献。我们引入了一种改进版的仿生算法(Bionomic Algorithm, MB),旨在随着解空间维数的增加,有效地计算自激指数Hawkes过程的最大似然值。在模拟和历史标准普尔500指数财务数据上进行的性能测试表明,MB算法的解决方案通过标准的Nelder Mead (NM)或期望最大化(EM)算法进行局部改进,比单独运行的NM或EM算法更快、更频繁地收敛到近全局解决方案。这些测试结果说明了MB算法结合传统优化方法在高维复杂目标函数优化中的鲁棒性和计算效率。
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引用次数: 0
Transmission of Market Orders Through Communication Line With Relativistic Delay 具有相对论延迟的通信线路中市场指令的传递
Pub Date : 2020-08-12 DOI: 10.2139/ssrn.3672625
Peter B. Lerner
The notion of "relativistic finance" became ingrained in public imagination and has been asserted in many mass-media reports. Yet, despite an observed drive of the most reputable Wall Street firms to establish their servers ever closer to the trading hubs, there is surprisingly little "hard" information related to relativistic delay of the trading orders. In this paper, the author uses modified M/M/G queue theory to describe propagation of the trading signal with finite velocity.
“相对金融”的概念在公众的想象中根深蒂固,并在许多大众媒体的报道中得到了肯定。然而,尽管观察到一些最知名的华尔街公司将其服务器建得离交易中心越来越近,但令人惊讶的是,与交易指令的相对延迟有关的“硬”信息却很少。本文采用改进的M/M/G队列理论来描述有限速度下交易信号的传播。
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引用次数: 0
Comment Letter In Opposition to the OCC's Proposed "True Lender" Rule 反对OCC提议的“真正贷款人”规则的意见信
Pub Date : 2020-08-11 DOI: 10.2139/ssrn.3673421
Arthur E. Wilmarth
This comment letter opposes the adoption of a proposed rule published by the Office of the Comptroller of the Currency (“OCC”) on July 22, 2020. 85 Fed. Reg. 44223 (2020). The proposed rule would determine whether a national bank or federal savings association “makes a loan and is the ‘true lender’ in the context of a partnership between a bank and a third party, such as a marketplace lender.” Id. The proposed rule – to be codified at 12 C.F.R. 7.1031 – would provide that a national bank or federal savings association is deemed to “make” a loan if the institution, “as of the date of origination: (a) Is named as the lender in the loan agreement; or (b) Funds the loan.” Id. at 44228. The proposed rule is designed to operate in combination with the OCC’s recently-adopted “Madden-fix rule.” 85 Fed. Reg. 33530 (2020). Under the Madden-fix rule, a loan that is “made” by a national bank or federal savings association will retain its preemptive immunity from state usury laws under 12 U.S.C. 85 or 1463(g) if the loan is “subsequently sold, assigned, or otherwise transferred” to a nonbank. The proposed rule – in tandem with the Madden-fix rule – would allow a national bank or federal savings association to form “partnerships” with nonbank lenders, including payday lenders and auto title lenders. The two rules would allow a national bank or federal savings association to be treated as the “lender” under 12 U.S.C. 85 or 1463(g) for loans that are originated in its name or that it funds, even if it sells those loans to a nonbank “partner” one day after the loans are originated. 85 Fed. Reg. at 44225. The proposed rule would preempt state “true lender” laws, under which courts apply a substance-over-form analysis and consider several fact-specific issues in determining whether a loan is “made” by a bank as opposed to its nonbank “partner.” The two rules would permit a nonbank “partner” of a national bank or federal savings association to claim preemptive immunity from state usury laws under 12 U.S.C. 85 or 1463(g). The national bank or federal thrift could act as a mere conduit by quickly transferring loans to the nonbank “partner,” which could assume all of the economic risks and control the terms and enforcement of the loans. Such “partnerships” would amount to “rent-a-charter” schemes, which the OCC has barred national banks from entering since the early 2000s. In addition, the proposed rule evidently seeks to preempt a wide range of other state laws – including state licensing, examination, and consumer protection laws – that would otherwise apply to nonbank lenders that establish “partnerships” with national banks or federal savings associations. Thus, the proposed rule’s scope of preemption is not limited to state usury laws and potentially affects a far broader range of state laws. This comment letter argues that the OCC’s proposed rule is unlawful, invalid, and contrary to the public interest for the followin
本意见信反对采纳货币监理署(OCC)于2020年7月22日发布的拟议规则。85联邦法规44223(2020)。拟议的规则将决定一家全国性银行或联邦储蓄协会“在银行与第三方(如市场贷款机构)之间的合作关系中,是否发放贷款并成为‘真正的贷款人’。”Id。拟议的规则-将在12 cfr 7.1031编纂-将规定,如果一家国家银行或联邦储蓄协会被视为“提供”贷款,则该机构“在发起之日起:(a)在贷款协议中被指定为贷款人;或(b)为贷款提供资金。”Id。在44228年。拟议的规则旨在与OCC最近采用的“Madden-fix规则”相结合。85 Fed. Reg. 33530(2020)。根据Madden-fix规则,根据12 U.S.C. 85或1463(g)的规定,由国家银行或联邦储蓄协会“发放”的贷款,如果贷款“随后被出售、转让或以其他方式转让”给非银行机构,将保留其对州高利贷法的优先豁免权。拟议中的规则——连同Madden-fix规则——将允许全国性银行或联邦储蓄协会与非银行贷款机构(包括发薪日贷款机构和汽车产权贷款机构)建立“合作伙伴关系”。这两项规定将允许国家银行或联邦储蓄协会被视为12 U.S.C. 85或1463(g)项下以其名义发起或资助的贷款的“贷款人”,即使它在贷款发起后一天将这些贷款出售给非银行“合作伙伴”。85 .联邦储备委员会在44225年。拟议的规则将优先于州“真正的贷款人”法律,根据这些法律,法院在确定贷款是由银行“提供”还是由非银行“合作伙伴”提供时,采用实质重于形式的分析,并考虑几个具体事实问题。这两条规则将允许国家银行或联邦储蓄协会的非银行“合作伙伴”根据12 U.S.C. 85或1463(g)要求优先豁免州高利贷法。国家银行或联邦储蓄机构可以作为一个渠道,迅速将贷款转移给非银行“合作伙伴”,后者可以承担所有的经济风险,并控制贷款的条款和执行。这种“合作关系”相当于“租船”计划,自21世纪初以来,OCC就禁止各国银行进入这种计划。此外,拟议的规则显然是为了优先于其他广泛的州法律——包括州许可、审查和消费者保护法——否则这些法律将适用于与国家银行或联邦储蓄协会建立“伙伴关系”的非银行贷款机构。因此,拟议规则的优先购买权范围不仅限于州高利贷法,而且可能影响范围更广的州法律。本意见信认为,OCC的拟议规则是非法的、无效的,并且违背了公众利益,原因如下:(1)拟议规则不符合12 U.S.C. 25b的规定,该规定规定了OCC发布旨在优先于州消费者金融法律的规则的权力。(2)拟议规则在未经国会授权和违反适用法院判决的情况下,非法寻求推翻州“真正贷款人”法律。(3)拟议的规则违背了公共利益,因为它将允许国家银行和联邦储蓄协会与非银行贷款机构建立“租赁”计划,从而鼓励掠夺性贷款和其他滥用行为,这将对消费者和小企业造成非常严重的伤害。(4)拟议的规则违反了《行政程序法》,因为OCC没有提供必要的公开通知,说明它打算撤销该机构现有的禁止“租船”计划的政策,以及OCC撤销该政策的事实、法律和政策原因。因此,除非OCC首先向公众提供以下信息,否则OCC不得采纳拟议的规则:(A) OCC打算撤销其禁止“租船”计划的现行政策,并解释该机构这样做的原因,以及(B) OCC有合理的机会就OCC撤销该政策的建议及其说明的理由提交意见。这封评论信认为,OCC应该撤销拟议的规则,不应该发布任何其他规则或命令,这些规则或命令将(1)推翻州“真正的贷款人”法律,或(2)允许国家银行与非银行贷款人建立“租赁-特许”计划。
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引用次数: 0
The Price Determinants of Contingent Convertible Bonds 或有可转换债券的价格决定因素
Pub Date : 2020-08-06 DOI: 10.2139/ssrn.3668324
Peter J. Zeitsch, Tom P. Davis
Abstract The relationships between contingent convertible (CoCo) bonds and their underlying equities, credit default swap spreads (CDS), interest rates, implied volatilities and foreign exchange rates are studied. Starting with the dynamic correlation of the DCC-GARCH method, it is found that CoCo bonds are most highly correlated to CDS. By constructing the minimum spanning tree of the resulting correlations, the primary link to CDS is confirmed. Implied volatility is found to be a secondary to tertiary link, alternating in importance with equities. Interest rates and FX have little impact.
摘要研究了或有可转换债券(CoCo)与其标的股票、信用违约互换价差(CDS)、利率、隐含波动率和外汇汇率之间的关系。从DCC-GARCH方法的动态相关性出发,发现CoCo键与CDS的相关性最高。通过构造结果相关性的最小生成树,确定了到CDS的主要链接。我们发现隐含波动率是一个二级到三级的联系,其重要性与股票交替出现。利率和外汇影响不大。
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引用次数: 5
How to Estimate a VAR after March 2020 如何估计2020年3月以后的VAR
Pub Date : 2020-08-01 DOI: 10.3386/w27771
M. Lenza, Giorgio E. Primiceri
This paper illustrates how to handle a sequence of extreme observations—such as those recorded during the COVID-19 pandemic—when estimating a Vector Autoregression, which is the most popular time-series model in macroeconomics. Our results show that the ad-hoc strategy of dropping these observations may be acceptable for the purpose of parameter estimation. However, disregarding these recent data is inappropriate for forecasting the future evolution of the economy, because it vastly underestimates uncertainty.
本文说明了在估计宏观经济学中最流行的时间序列模型向量自回归时如何处理一系列极端观测,例如在COVID-19大流行期间记录的观测。我们的结果表明,删除这些观测值的临时策略对于参数估计的目的是可以接受的。然而,忽略这些最近的数据是不适合预测未来经济发展的,因为它大大低估了不确定性。
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引用次数: 113
A Novel Classification Approach for Credit Scoring based on Gaussian Mixture Models 一种基于高斯混合模型的信用评分分类方法
Pub Date : 2020-08-01 DOI: 10.2139/ssrn.3696216
H. Arian, Seyed Mohammad Sina Seyfi, A. Sharifi
Credit scoring is a rapidly expanding analytical technique used by banks and other financial institutions. Academic studies on credit scoring provide a range of classification techniques used to differentiate between good and bad borrowers. The main contribution of this paper is to introduce a new method for credit scoring based on Gaussian Mixture Models. Our algorithm classifies consumers into groups which are labeled as positive or negative. Labels are estimated according to the probability associated with each class. We apply our model with real world databases from Australia, Japan, and Germany. Numerical results show that not only our model's performance is comparable to others, but also its flexibility avoids over-fitting even in the absence of standard cross validation techniques. The framework developed by this paper can provide a computationally efficient and powerful tool for assessment of consumer default risk in related financial institutions.
信用评分是银行和其他金融机构使用的一种迅速发展的分析技术。信用评分的学术研究提供了一系列分类技术,用于区分好借款人和坏借款人。本文的主要贡献是提出了一种基于高斯混合模型的信用评分新方法。我们的算法将消费者分为积极和消极两类。根据与每个类相关的概率来估计标签。我们将模型应用于来自澳大利亚、日本和德国的真实数据库。数值结果表明,我们的模型不仅性能与其他模型相当,而且在没有标准交叉验证技术的情况下,它的灵活性也避免了过度拟合。本文开发的框架可以为相关金融机构的消费者违约风险评估提供一个计算效率高、功能强大的工具。
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引用次数: 1
Demand Effects in the FX Forward Market: Micro Evidence from Banks’ Dollar Hedging 外汇远期市场的需求效应:来自银行美元对冲的微观证据
Pub Date : 2020-07-27 DOI: 10.2139/ssrn.3117397
Puriya Abbassi, Falk Bräuning
Using contract-level supervisory data, we show that dollar forward sales by non-U.S. banks that are initiated at the end of a quarter and mature shortly after it concludes trade at higher prices and higher volumes. These effects are driven by banks with large net on-balance-sheet dollar assets that they can hedge around quarter ends by selling dollars forward (increasing off-balance-sheet short positions), which suggests regulatory arbitrage to reduce capital charges for open foreign exchange (FX) exposure. Our results indicate that demand effects related to banks’ management of FX exposure are an important driver of deviations from covered interest rate parity.
使用合约级别的监管数据,我们显示了非美国公司的美元远期销售。在季度末启动并在季度结束后不久到期的银行,其交易价格和交易量都更高。这些影响是由拥有大量表内美元净资产的银行推动的,它们可以通过远期出售美元(增加表外空头头寸)在季度末进行对冲,这表明监管套利可以减少未平仓外汇(FX)敞口的资本费用。我们的研究结果表明,与银行外汇敞口管理相关的需求效应是偏离覆盖利率平价的重要驱动因素。
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引用次数: 14
期刊
Risk Management & Analysis in Financial Institutions eJournal
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