首页 > 最新文献

ERN: Stock Market Risk (Topic)最新文献

英文 中文
A Two-Regime Threshold Model with Conditional Skewed Student t Distributions for Stock Returns 具有条件偏态学生t分布的股票收益双区阈值模型
Pub Date : 2014-04-08 DOI: 10.2139/ssrn.2212627
D. Massacci
This paper proposes a two-regime threshold model for the conditional distribution of stock returns in which returns follow a distinct skewed Student t distribution within each regime: the model allows capturing time variation in the conditional distribution of returns, as well as higher order moments. An application of the model to daily U.S. stock returns illustrates the advantages of the proposed model in comparison to alternative specifications: the model performs well in terms of in-sample fit; it more accurately estimates the conditional volatility; and it produces useful risk assessment as measured by the term structure of value at risk.
本文提出了一个股票收益条件分布的双区阈值模型,其中收益在每个区域内遵循明显偏斜的Student t分布:该模型允许捕获收益条件分布中的时间变化,以及高阶矩。将该模型应用于美国股票的日收益,说明了与其他规范相比,所提出的模型的优势:该模型在样本内拟合方面表现良好;它更准确地估计了条件波动;它产生了有用的风险评估,通过风险价值的期限结构来衡量。
{"title":"A Two-Regime Threshold Model with Conditional Skewed Student t Distributions for Stock Returns","authors":"D. Massacci","doi":"10.2139/ssrn.2212627","DOIUrl":"https://doi.org/10.2139/ssrn.2212627","url":null,"abstract":"This paper proposes a two-regime threshold model for the conditional distribution of stock returns in which returns follow a distinct skewed Student t distribution within each regime: the model allows capturing time variation in the conditional distribution of returns, as well as higher order moments. An application of the model to daily U.S. stock returns illustrates the advantages of the proposed model in comparison to alternative specifications: the model performs well in terms of in-sample fit; it more accurately estimates the conditional volatility; and it produces useful risk assessment as measured by the term structure of value at risk.","PeriodicalId":11800,"journal":{"name":"ERN: Stock Market Risk (Topic)","volume":"60 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2014-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82143218","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Simulating Pension's Assets and Liabilities in a Regime Switching Framework 制度转换框架下养老金资产负债模拟
Pub Date : 2014-01-19 DOI: 10.2139/ssrn.2381551
Samuel de Visser, F. Hamelink
In this paper we build a simple ALM model where future scenarios are generated assuming a Markov regime switching framework. Using the Shiller database of monthly equity returns and interest rate data since 1870, two regimes are revealed by the data that clearly correspond to a "normal regime" where returns behave like expected from economic theory, and a "high volatility" regime we may also refer to as a "crisis regime". Given the evidence of the non-stationarity of economic variables, we investigate the added value of reducing risk in the portfolio when the model indicates a high probability of a regime shift. The persistence of each of the regimes is high. This framework gives, each month and for each scenario, the probability of being in one of the two regimes, and hence the multivariate distribution of the simulated variables that pertains to the relevant regime. These variables are 1) equity returns, 2) long term (10-year) interest rates, 3) realized inflation, and 4) short term (6-month) interest rates. We then investigate a number of relevant statistics of the terminal wealth achieved after a 20-year period for two typical portfolios: a long-only portfolio well-diversified over stocks and bonds where the relevant metric is the portfolio’s value (for instance, an endowment fund), and a pension fund’s coverage ratio where the fund’s liabilities are valued by a market interest rate curve. We show that both types of investors greatly benefit from adjusting their exposure to equities and interest rates conditionally on the expected risk regime. Finally, we show the consequence when both the endowment fund manager and the pension fund board members optimize their own reward/risk ratio from their job. We argue that in such a case they seek to minimize the probability of large losses (either in absolute terms or relative to the pension fund’s liabilities), while maximizing the minimum level of wealth (or coverage ratio for the pension fund) achieved with a given (say 95%) confidence level. We quantify the added value of the risk-regime depending allocations for such managers.
在本文中,我们建立了一个简单的ALM模型,其中未来场景是在假设马尔可夫状态切换框架下生成的。利用希勒自1870年以来月度股票回报和利率数据数据库,数据揭示了两种机制,它们明显符合一种“正常机制”,即回报表现符合经济理论的预期,另一种是“高波动性”机制,我们也可以将其称为“危机机制”。鉴于经济变量的非平稳性的证据,我们研究了当模型表明制度转移的高概率时,降低投资组合风险的附加价值。这两种体制的持久性都很高。该框架给出了每个月和每个场景处于两种状态之一的概率,从而给出了与相关状态相关的模拟变量的多变量分布。这些变量是1)股票收益,2)长期(10年)利率,3)已实现的通货膨胀率,以及4)短期(6个月)利率。然后,我们研究了两种典型投资组合在20年后实现的终端财富的一些相关统计数据:一个只做多的投资组合,在股票和债券上进行了良好的多元化,其中相关指标是投资组合的价值(例如,捐赠基金),以及养老基金的覆盖率,其中基金的负债由市场利率曲线估值。我们表明,这两种类型的投资者都可以根据预期的风险机制有条件地调整他们对股票和利率的敞口,从而大大受益。最后,我们展示了捐赠基金经理和养老基金董事会成员从工作中优化自己的回报/风险比的结果。我们认为,在这种情况下,他们寻求最小化重大损失的可能性(无论是绝对损失还是相对于养老基金的负债),同时最大化在给定(比如95%)置信水平下实现的最低财富水平(或养老基金的覆盖率)。我们量化了风险管理体系的附加价值,这取决于这些管理人员的配置。
{"title":"Simulating Pension's Assets and Liabilities in a Regime Switching Framework","authors":"Samuel de Visser, F. Hamelink","doi":"10.2139/ssrn.2381551","DOIUrl":"https://doi.org/10.2139/ssrn.2381551","url":null,"abstract":"In this paper we build a simple ALM model where future scenarios are generated assuming a Markov regime switching framework. Using the Shiller database of monthly equity returns and interest rate data since 1870, two regimes are revealed by the data that clearly correspond to a \"normal regime\" where returns behave like expected from economic theory, and a \"high volatility\" regime we may also refer to as a \"crisis regime\". Given the evidence of the non-stationarity of economic variables, we investigate the added value of reducing risk in the portfolio when the model indicates a high probability of a regime shift. The persistence of each of the regimes is high. This framework gives, each month and for each scenario, the probability of being in one of the two regimes, and hence the multivariate distribution of the simulated variables that pertains to the relevant regime. These variables are 1) equity returns, 2) long term (10-year) interest rates, 3) realized inflation, and 4) short term (6-month) interest rates. We then investigate a number of relevant statistics of the terminal wealth achieved after a 20-year period for two typical portfolios: a long-only portfolio well-diversified over stocks and bonds where the relevant metric is the portfolio’s value (for instance, an endowment fund), and a pension fund’s coverage ratio where the fund’s liabilities are valued by a market interest rate curve. We show that both types of investors greatly benefit from adjusting their exposure to equities and interest rates conditionally on the expected risk regime. Finally, we show the consequence when both the endowment fund manager and the pension fund board members optimize their own reward/risk ratio from their job. We argue that in such a case they seek to minimize the probability of large losses (either in absolute terms or relative to the pension fund’s liabilities), while maximizing the minimum level of wealth (or coverage ratio for the pension fund) achieved with a given (say 95%) confidence level. We quantify the added value of the risk-regime depending allocations for such managers.","PeriodicalId":11800,"journal":{"name":"ERN: Stock Market Risk (Topic)","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2014-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82176597","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Option Prices in a Model with Stochastic Disaster Risk 随机灾害风险模型下的期权价格
Pub Date : 2013-11-01 DOI: 10.2139/ssrn.2555700
S. Seo, Jessica A. Wachter
Contrary to well-known asset pricing models, volatilities implied by equity index options exceed realized stock market volatility and exhibit a pattern known as the volatility skew. We explain both facts using a model that can also account for the mean and volatility of equity returns. Our model assumes a small risk of economic disaster that is calibrated based on international data on large consumption declines. We allow the disaster probability to be stochastic, which turns out to be crucial to the model’s ability both to match equity volatility and to reconcile option prices with macroeconomic data on disasters. This paper was accepted by Lauren Cohen, finance.
与众所周知的资产定价模型相反,股票指数期权隐含的波动率超过了股票市场的实际波动率,并表现出一种被称为波动率偏态的模式。我们使用一个模型来解释这两个事实,该模型也可以解释股票回报的平均值和波动性。我们的模型假设发生经济灾难的风险很小,这是根据国际上有关消费大幅下降的数据进行校准的。我们允许灾难概率是随机的,这对模型匹配股票波动和协调期权价格与灾难宏观经济数据的能力至关重要。这篇论文被财经的劳伦·科恩接受了。
{"title":"Option Prices in a Model with Stochastic Disaster Risk","authors":"S. Seo, Jessica A. Wachter","doi":"10.2139/ssrn.2555700","DOIUrl":"https://doi.org/10.2139/ssrn.2555700","url":null,"abstract":"Contrary to well-known asset pricing models, volatilities implied by equity index options exceed realized stock market volatility and exhibit a pattern known as the volatility skew. We explain both facts using a model that can also account for the mean and volatility of equity returns. Our model assumes a small risk of economic disaster that is calibrated based on international data on large consumption declines. We allow the disaster probability to be stochastic, which turns out to be crucial to the model’s ability both to match equity volatility and to reconcile option prices with macroeconomic data on disasters. This paper was accepted by Lauren Cohen, finance.","PeriodicalId":11800,"journal":{"name":"ERN: Stock Market Risk (Topic)","volume":"41 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2013-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88933859","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 83
Co-Movements between Latin American and U.S. Stock Markets: Convergence after the Financial Crisis? 拉美和美国股市的共同走势:金融危机后的趋同?
Pub Date : 2013-10-29 DOI: 10.2139/ssrn.2347030
Andrés Ramírez Hassan, Javier Pantoja
Currently, the world is facing a continuous process of integration in di fferent aspects and fi nancial markets are no exception to this development. Despite the fact that global integration is gradual, one can fi nd some specfi c events that might help to accelerate this trend. This paper shows that after the fi nancial crisis of 2008, which mainly occurred in the United States, the Latin American stock markets exhibit a higher level of convergence, measured by the correlation between the annual returns of their stock market indices. Additionally, we find convergence in the coe ficient of sensitivity between Latin American and U.S. stock markets, using dynamic linear models at the regional level. In particular, we uncover consistent movements in the levels of sensitivity between the daily annual returns of the Latin American indices and the S&P index after the fi nancial crisis. This kind of convergence might be a positive sign to accelerate the integration process in Latin America stock markets, which has had a slow development since its beginning a few years ago.
当前,世界正面临着一个各方面不断融合的过程,金融市场也不例外。尽管全球一体化是渐进的,但人们可以找到一些可能有助于加速这一趋势的具体事件。本文表明,在主要发生在美国的2008年金融危机之后,拉丁美洲股票市场表现出更高的趋同水平,这是通过其股票市场指数年收益率的相关性来衡量的。此外,我们发现拉丁美洲和美国股票市场之间的敏感度系数趋同,在区域层面上使用动态线性模型。特别是,我们发现,在金融危机之后,拉美指数的日年回报率与标准普尔指数之间的敏感性水平出现了一致的变化。这种趋同可能是加速拉美股票市场一体化进程的一个积极信号,拉美股市自几年前开始发展缓慢。
{"title":"Co-Movements between Latin American and U.S. Stock Markets: Convergence after the Financial Crisis?","authors":"Andrés Ramírez Hassan, Javier Pantoja","doi":"10.2139/ssrn.2347030","DOIUrl":"https://doi.org/10.2139/ssrn.2347030","url":null,"abstract":"Currently, the world is facing a continuous process of integration in di fferent aspects and fi nancial markets are no exception to this development. Despite the fact that global integration is gradual, one can fi nd some specfi c events that might help to accelerate this trend. This paper shows that after the fi nancial crisis of 2008, which mainly occurred in the United States, the Latin American stock markets exhibit a higher level of convergence, measured by the correlation between the annual returns of their stock market indices. Additionally, we find convergence in the coe ficient of sensitivity between Latin American and U.S. stock markets, using dynamic linear models at the regional level. In particular, we uncover consistent movements in the levels of sensitivity between the daily annual returns of the Latin American indices and the S&P index after the fi nancial crisis. This kind of convergence might be a positive sign to accelerate the integration process in Latin America stock markets, which has had a slow development since its beginning a few years ago.","PeriodicalId":11800,"journal":{"name":"ERN: Stock Market Risk (Topic)","volume":"13 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2013-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90043883","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dividends as Signaling Device and the Disappearing Dividend Puzzle 红利作为信号手段与红利消失之谜
Pub Date : 2013-10-14 DOI: 10.2139/ssrn.2235107
Dmitry A. Shapiro, Anan Zhuang
In this paper we develop a generalization of the Baker and Wurgler (2012) signaling model where investors are loss-averse to dividend cuts. We apply our framework to study how a firm's characteristics and manager's incentives affect payout policy properties. In equilibrium firms with riskier earnings are less likely to pay dividends, however, those that pay, payout more. Similarly, firms whose managers have a higher share of stock options in their compensation package are less likely to pay positive dividends. There is a clientele effect. Investors’ preferences and choices affect the payout policy and two otherwise identical firms can greatly differ in how they pay dividends. Finally, we relate our model's predictions to the disappearing dividend puzzle.
在本文中,我们对Baker和Wurgler(2012)的信号模型进行了推广,其中投资者对股息削减持亏损厌恶态度。我们应用我们的框架来研究公司的特征和经理的激励如何影响支付政策属性。在均衡状态下,收益风险较高的公司不太可能支付股息,然而,那些支付股息的公司支付得更多。同样,如果公司的经理在薪酬中拥有较高的股票期权份额,那么他们就不太可能支付正股息。这是一种顾客效应。投资者的偏好和选择会影响派息政策,两家在其他方面完全相同的公司在派息方式上可能会有很大的不同。最后,我们将模型的预测与红利消失之谜联系起来。
{"title":"Dividends as Signaling Device and the Disappearing Dividend Puzzle","authors":"Dmitry A. Shapiro, Anan Zhuang","doi":"10.2139/ssrn.2235107","DOIUrl":"https://doi.org/10.2139/ssrn.2235107","url":null,"abstract":"In this paper we develop a generalization of the Baker and Wurgler (2012) signaling model where investors are loss-averse to dividend cuts. We apply our framework to study how a firm's characteristics and manager's incentives affect payout policy properties. In equilibrium firms with riskier earnings are less likely to pay dividends, however, those that pay, payout more. Similarly, firms whose managers have a higher share of stock options in their compensation package are less likely to pay positive dividends. There is a clientele effect. Investors’ preferences and choices affect the payout policy and two otherwise identical firms can greatly differ in how they pay dividends. Finally, we relate our model's predictions to the disappearing dividend puzzle.","PeriodicalId":11800,"journal":{"name":"ERN: Stock Market Risk (Topic)","volume":"14 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2013-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79228756","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 12
Reward-Risk Ratios Reward-Risk比率
Pub Date : 2013-10-01 DOI: 10.2139/ssrn.2144185
Patrick Cheridito, Eduard Kromer
We introduce three new families of reward-risk ratios, study their properties and compare them to existing examples. All ratios in the three families are monotonic and quasi-concave, which means that they prefer more to less and encourage diversification. Members of the second family are also scale invariant. The third family is a subset of the second one, and all its members only depend on the distribution of a return. In the second part of the paper we provide an overview of existing reward-risk ratios and discuss their properties. For instance, we show that, like the Sharpe ratio, every reward-deviation ratio violates the monotonicity property.
我们引入了三个新的回报风险比族,研究了它们的性质,并与已有的例子进行了比较。三个家族的比率都是单调且准凹的,这意味着他们更喜欢多而不是少,并鼓励多样化。第二族的成员也是尺度不变的。第三个家族是第二个家族的子集,它的所有成员只依赖于收益的分布。在论文的第二部分,我们概述了现有的回报风险比,并讨论了它们的性质。例如,我们证明,像夏普比一样,每个奖励偏差比都违反单调性。
{"title":"Reward-Risk Ratios","authors":"Patrick Cheridito, Eduard Kromer","doi":"10.2139/ssrn.2144185","DOIUrl":"https://doi.org/10.2139/ssrn.2144185","url":null,"abstract":"We introduce three new families of reward-risk ratios, study their properties and compare them to existing examples. All ratios in the three families are monotonic and quasi-concave, which means that they prefer more to less and encourage diversification. Members of the second family are also scale invariant. The third family is a subset of the second one, and all its members only depend on the distribution of a return. In the second part of the paper we provide an overview of existing reward-risk ratios and discuss their properties. For instance, we show that, like the Sharpe ratio, every reward-deviation ratio violates the monotonicity property.","PeriodicalId":11800,"journal":{"name":"ERN: Stock Market Risk (Topic)","volume":"34 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2013-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87306317","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 26
Modeling the Joint Dynamics of Risk-Neutral Stock Index and Bond Yield Volatilities 风险中性股票指数与债券收益率波动的联合动态建模
Pub Date : 2013-09-10 DOI: 10.1016/J.JBANKFIN.2013.10.010
Yinggang Zhou
{"title":"Modeling the Joint Dynamics of Risk-Neutral Stock Index and Bond Yield Volatilities","authors":"Yinggang Zhou","doi":"10.1016/J.JBANKFIN.2013.10.010","DOIUrl":"https://doi.org/10.1016/J.JBANKFIN.2013.10.010","url":null,"abstract":"","PeriodicalId":11800,"journal":{"name":"ERN: Stock Market Risk (Topic)","volume":"54 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2013-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85634759","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 32
Asset Pricing in the Frequency Domain: Theory and Empirics 频域资产定价:理论与经验
Pub Date : 2013-09-01 DOI: 10.2139/ssrn.2642879
Ian Dew-Becker, Stefano Giglio
We quantify investors’ preferences over the dynamics of shocks by deriving frequency-specific risk prices that capture the price of risk of consumption fluctuations at each frequency. The frequency-specific risk prices are derived analytically for leading models. The decomposition helps measure the importance of economic fluctuations at different frequencies. We precisely quantify the meaning of "long-run" in the context of Epstein-Zin preferences – centuries – and measure the exact relevance of business-cycle fluctuations. Finally, we estimate frequency-specific risk prices and show that cycles longer than the business cycle – long-run risks – are significantly priced in the equity market. Received January 13, 2015; accepted February 23, 2016 by Editor Leonid Kogan.
我们通过推导特定频率的风险价格来量化投资者对冲击动态的偏好,该风险价格捕获了每个频率消费波动的风险价格。特定频率的风险价格对主要模型进行了分析推导。这种分解有助于衡量不同频率下经济波动的重要性。我们在爱泼斯坦-津偏好的背景下精确地量化了“长期”的含义——几个世纪——并衡量了商业周期波动的确切相关性。最后,我们估计了特定频率的风险价格,并表明比商业周期更长的周期——长期风险——在股票市场中被显著定价。2015年1月13日收稿;2016年2月23日由编辑Leonid Kogan接受。
{"title":"Asset Pricing in the Frequency Domain: Theory and Empirics","authors":"Ian Dew-Becker, Stefano Giglio","doi":"10.2139/ssrn.2642879","DOIUrl":"https://doi.org/10.2139/ssrn.2642879","url":null,"abstract":"We quantify investors’ preferences over the dynamics of shocks by deriving frequency-specific risk prices that capture the price of risk of consumption fluctuations at each frequency. The frequency-specific risk prices are derived analytically for leading models. The decomposition helps measure the importance of economic fluctuations at different frequencies. We precisely quantify the meaning of \"long-run\" in the context of Epstein-Zin preferences – centuries – and measure the exact relevance of business-cycle fluctuations. Finally, we estimate frequency-specific risk prices and show that cycles longer than the business cycle – long-run risks – are significantly priced in the equity market. Received January 13, 2015; accepted February 23, 2016 by Editor Leonid Kogan.","PeriodicalId":11800,"journal":{"name":"ERN: Stock Market Risk (Topic)","volume":"14 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2013-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88024060","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 157
Strengthening Banks' Portfolio Against Asset Shocks: A Genetic Computational Approach 加强银行资产组合抵御资产冲击:一种遗传计算方法
Pub Date : 2013-08-07 DOI: 10.2139/ssrn.2333471
S. Gurciullo
This thesis investigates models of market risk assessment based on genetic algorithms, with specific reference to asset portfolio choice under volatile market conditions. It does so by developing computational simulations of asset portfolios, which are then subjected to stressful price events. A genetic algorithm functions as an optimising process, allowing portfolios to evolve towards a structure that is – on average – less fragile against asset shocks. The importance of this research is dictated by the grave outcomes of, for instance, the 2008 financial crisis: 371 commercial banks failed between 1/1/2008 and 1/7/2011 in the United States alone. Such events highlighted the need for the renovation of the financial risk framework supposed to at least partially shield banks from unexpected adverse events.A synthetic, computational model is constructed, where asset portfolios are structured so as to invest in four main asset categories: sovereign bonds, financial institutions bonds, corporate bonds and real estate. Each of the categories has an underlying non-normal probability distribution of prices, empirically derived by the literature. These are used to simulate volatile and adverse scenarios affecting the value of the portfolios. A genetic algorithm is designed to select, crossover and mutate, at each generation, the portfolios that best perform under the simulated conditions. After a number of generations, it is expected that one or more portfolios structures will be highlighted as the ones that best perform under adverse scenarios.The model is run three times with different sets of optimization constraints, each specifying the minimum relative proportion of portfolios to be dedicated to each asset category. All versions of the model indicate that the best performing portfolios structures under volatile conditions are the ones that are mainly composed by the asset category featuring less fat tails. The results of the model are checked for their robustness, by running versions with different sets of simulated scenarios and additional numbers of synthetic asset categories. Limitations of the design of the study are identified. The model lacks a simulation of the liability side of financial institutions, and its results are not tested on a systemic level, thus not shedding light on what consequences the indicated portfolio strategy for a single bank would have on the network of banks. Such issues will be addressed in future research.
本文研究了基于遗传算法的市场风险评估模型,具体涉及波动市场条件下的资产组合选择。它通过开发资产组合的计算模拟来实现这一点,然后这些资产组合将受到压力价格事件的影响。遗传算法发挥着优化过程的作用,使投资组合朝着一种平均而言在面对资产冲击时不那么脆弱的结构发展。这项研究的重要性是由2008年金融危机的严重后果决定的,例如,2008年1月1日至2011年1月7日期间,仅在美国就有371家商业银行倒闭。这些事件突显出,有必要对金融风险框架进行改革,至少在一定程度上保护银行免受意外不利事件的影响。构建了一个综合的计算模型,构建了资产组合,以便投资于四种主要资产类别:主权债券、金融机构债券、公司债券和房地产。每一个类别都有一个潜在的非正态概率分布的价格,由文献经验推导。它们用于模拟影响投资组合价值的波动和不利情况。设计了一种遗传算法,在每一代中选择、交叉和变异在模拟条件下表现最佳的投资组合。经过几代之后,预计一个或多个投资组合结构将被突出显示为在不利情况下表现最佳的结构。该模型使用不同的优化约束集运行三次,每次都指定用于每种资产类别的投资组合的最小相对比例。该模型的所有版本都表明,在波动条件下,表现最好的投资组合结构是那些主要由肥尾较少的资产类别组成的组合。通过运行具有不同模拟场景集和额外数量的合成资产类别的版本,来检查模型的结果是否具有鲁棒性。确定了研究设计的局限性。该模型缺乏对金融机构负债方面的模拟,其结果没有在系统层面上进行测试,因此无法阐明单个银行的所示投资组合策略对银行网络的影响。这些问题将在未来的研究中得到解决。
{"title":"Strengthening Banks' Portfolio Against Asset Shocks: A Genetic Computational Approach","authors":"S. Gurciullo","doi":"10.2139/ssrn.2333471","DOIUrl":"https://doi.org/10.2139/ssrn.2333471","url":null,"abstract":"This thesis investigates models of market risk assessment based on genetic algorithms, with specific reference to asset portfolio choice under volatile market conditions. It does so by developing computational simulations of asset portfolios, which are then subjected to stressful price events. A genetic algorithm functions as an optimising process, allowing portfolios to evolve towards a structure that is – on average – less fragile against asset shocks. The importance of this research is dictated by the grave outcomes of, for instance, the 2008 financial crisis: 371 commercial banks failed between 1/1/2008 and 1/7/2011 in the United States alone. Such events highlighted the need for the renovation of the financial risk framework supposed to at least partially shield banks from unexpected adverse events.A synthetic, computational model is constructed, where asset portfolios are structured so as to invest in four main asset categories: sovereign bonds, financial institutions bonds, corporate bonds and real estate. Each of the categories has an underlying non-normal probability distribution of prices, empirically derived by the literature. These are used to simulate volatile and adverse scenarios affecting the value of the portfolios. A genetic algorithm is designed to select, crossover and mutate, at each generation, the portfolios that best perform under the simulated conditions. After a number of generations, it is expected that one or more portfolios structures will be highlighted as the ones that best perform under adverse scenarios.The model is run three times with different sets of optimization constraints, each specifying the minimum relative proportion of portfolios to be dedicated to each asset category. All versions of the model indicate that the best performing portfolios structures under volatile conditions are the ones that are mainly composed by the asset category featuring less fat tails. The results of the model are checked for their robustness, by running versions with different sets of simulated scenarios and additional numbers of synthetic asset categories. Limitations of the design of the study are identified. The model lacks a simulation of the liability side of financial institutions, and its results are not tested on a systemic level, thus not shedding light on what consequences the indicated portfolio strategy for a single bank would have on the network of banks. Such issues will be addressed in future research.","PeriodicalId":11800,"journal":{"name":"ERN: Stock Market Risk (Topic)","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2013-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79589541","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Semi-Parametric Estimation of Risk-Return Relationships 风险-收益关系的半参数估计
Pub Date : 2013-08-01 DOI: 10.2139/ssrn.2320768
J. Escanciano, J. Pardo-Fernández, I. Keilegom
This article proposes semi-parametric least squares estimation of parametric risk-return relationships, i.e. parametric restrictions between the conditional mean and the conditional variance of excess returns given a set of unobservable parametric factors. A distinctive feature of our estimator is that it does not require a parametric model for the conditional mean and variance. We establish consistency and asymptotic normality of the estimates. The theory is non-standard due to the presence of estimated factors. We provide simple sufficient conditions for the estimated factors not to have an impact in the asymptotic standard error of estimators. A simulation study investigates the nite sample performance of the estimates. Finally, an application to the CRSP value-weighted excess returns highlights the merits of our approach. In contrast to most previous studies using non-parametric estimates, we find a positive and significant price of risk in our semi-parametric setting.
本文提出了参数风险收益关系的半参数最小二乘估计,即给定一组不可观测参数因子,超额收益的条件均值与条件方差之间的参数约束。我们的估计器的一个显著特征是它不需要条件均值和方差的参数模型。我们建立了估计的一致性和渐近正态性。由于估计因素的存在,该理论是非标准的。我们提供了估计因子不影响估计量渐近标准误差的简单充分条件。仿真研究考察了估计的夜间样本性能。最后,对CRSP价值加权超额收益的一个应用表明了我们的方法的优点。与以往大多数使用非参数估计的研究相反,我们发现在我们的半参数设置中风险的积极和显著价格。
{"title":"Semi-Parametric Estimation of Risk-Return Relationships","authors":"J. Escanciano, J. Pardo-Fernández, I. Keilegom","doi":"10.2139/ssrn.2320768","DOIUrl":"https://doi.org/10.2139/ssrn.2320768","url":null,"abstract":"This article proposes semi-parametric least squares estimation of parametric risk-return relationships, i.e. parametric restrictions between the conditional mean and the conditional variance of excess returns given a set of unobservable parametric factors. A distinctive feature of our estimator is that it does not require a parametric model for the conditional mean and variance. We establish consistency and asymptotic normality of the estimates. The theory is non-standard due to the presence of estimated factors. We provide simple sufficient conditions for the estimated factors not to have an impact in the asymptotic standard error of estimators. A simulation study investigates the nite sample performance of the estimates. Finally, an application to the CRSP value-weighted excess returns highlights the merits of our approach. In contrast to most previous studies using non-parametric estimates, we find a positive and significant price of risk in our semi-parametric setting.","PeriodicalId":11800,"journal":{"name":"ERN: Stock Market Risk (Topic)","volume":"5 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2013-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88750493","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
期刊
ERN: Stock Market Risk (Topic)
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1