Statistics & Risk Modeling最新文献

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Optimal control of interbank contagion under complete information 完全信息下银行间传染的最优控制
IF 1.5
Statistics & Risk Modeling Pub Date : 2013-12-28 DOI: 10.1515/strm-2013-1165
Andreea Minca, A. Sulem
{"title":"Optimal control of interbank contagion under complete information","authors":"Andreea Minca, A. Sulem","doi":"10.1515/strm-2013-1165","DOIUrl":"https://doi.org/10.1515/strm-2013-1165","url":null,"abstract":"Abstract We study a preferred equity infusion government program set to mitigate interbank contagion. Financial institutions are prone to insolvency risk channeled through the network of interbank debt and to funding liquidity risk. The government seeks to maximize, under budget constraints, the total net worth of the financial system or, equivalently, to minimize the dead-weight losses induced by bank runs. The government is assumed to have complete information on interbank debt. The problem of quantifying the optimal amount of infusions can be expressed as a convex combinatorial optimization problem, tractable when the set of banks eligible for intervention (core banks) is sufficiently, yet realistically, small. We find that no bank has an incentive to withdraw from the program, when the preferred dividend rate paid to the government is equal to the government's outside return on the intervention budget. On the other hand, it may be optimal for the government to make infusions in a strict subset of core banks.","PeriodicalId":44159,"journal":{"name":"Statistics & Risk Modeling","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2013-12-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1515/strm-2013-1165","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"67313391","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: 19
Risk management with high-dimensional vine copulas: An analysis of the Euro Stoxx 50 高维葡萄球菌风险管理:对欧洲斯托克50指数的分析
IF 1.5
Statistics & Risk Modeling Pub Date : 2013-12-01 DOI: 10.1524/strm.2013.2002
E. Brechmann, C. Czado
{"title":"Risk management with high-dimensional vine copulas: An analysis of the Euro Stoxx 50","authors":"E. Brechmann, C. Czado","doi":"10.1524/strm.2013.2002","DOIUrl":"https://doi.org/10.1524/strm.2013.2002","url":null,"abstract":"Abstract The demand for an accurate financial risk management involving larger numbers of assets is strong not only in view of the financial crisis of 2007–2009. Especially dependencies among assets have not been captured adequately. While standard multivariate copulas have added some flexibility, this flexibility is insufficient in higher dimensional applications. Vine copulas can fill this gap by benefiting from the rich class of existing bivariate parametric copula families. Exploiting this in combination with GARCH models for the margins, we develop a regular vine copula based factor model for asset returns, the Regular Vine Market Sector model, which is motivated by the classical CAPM and shown to be superior to the CAVA model proposed by Heinen and Valdesogo (2009). The model can also be used to separate the systematic and idiosyncratic risk of specific stocks, and we explicitly discuss how vine copula models can be employed for active and passive portfolio management. In particular, Value-at-Risk forecasting and asset allocation are treated in detail. All developed models and methods are used to analyze the Euro Stoxx 50 index, a major market indicator for the Eurozone. Relevant benchmark models such as the popular DCC model and the common Student's t copula are taken into account.","PeriodicalId":44159,"journal":{"name":"Statistics & Risk Modeling","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2013-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1524/strm.2013.2002","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66893105","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: 169
Dynamic structured copula models 动态结构联结模型
IF 1.5
Statistics & Risk Modeling Pub Date : 2013-12-01 DOI: 10.1524/strm.2013.2004
W. Härdle, Ostap Okhrin, Yarema Okhrin
{"title":"Dynamic structured copula models","authors":"W. Härdle, Ostap Okhrin, Yarema Okhrin","doi":"10.1524/strm.2013.2004","DOIUrl":"https://doi.org/10.1524/strm.2013.2004","url":null,"abstract":"Abstract There is an increasing demand for models of multivariate time-series with time-varying and non-Gaussian dependencies. The available models suffer from the curse of dimensionality or from restrictive assumptions on the parameters and distributions. A promising class of models is that of hierarchical Archimedean copulae (HAC), which allows for non-exchangeable and non-Gaussian dependency structures with a small number of parameters. In this paper we develop a novel adaptive estimation technique of the parameters and of the structure of HAC for time-series. The approach relies on a local change-point detection procedure and a locally constant HAC approximation. Typical applications are in the financial area but also recently in the spatial analysis of weather parameters. We analyse the time varying dependency structure of stock indices and exchange rates. Both examples reveal periods with constant and turmoil dependencies. The economic significance of the suggested modelling is evaluated using the Value-at-Risk of a portfolio.","PeriodicalId":44159,"journal":{"name":"Statistics & Risk Modeling","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2013-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1524/strm.2013.2004","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66893294","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: 15
Asymptotically stable dynamic risk assessments 渐近稳定动态风险评估
IF 1.5
Statistics & Risk Modeling Pub Date : 2013-03-28 DOI: 10.1515/strm-2012-1146
Karl-Theodor Eisele, M. Kupper
{"title":"Asymptotically stable dynamic risk assessments","authors":"Karl-Theodor Eisele, M. Kupper","doi":"10.1515/strm-2012-1146","DOIUrl":"https://doi.org/10.1515/strm-2012-1146","url":null,"abstract":"Abstract In this paper we study asymptotically stable risk assessments (or equivalently risk measures) which have the property that an unacceptable position cannot become acceptable by adding a huge cash-flow far in the future. Under an additional continuity assumption, these risk assessments are exactly those which have a robust representation in terms of test probabilities that are supported on a finite time interval. For time-consistent risk assessments we give conditions on their generators which guarantee asymptotic stability.","PeriodicalId":44159,"journal":{"name":"Statistics & Risk Modeling","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2013-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1515/strm-2012-1146","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"67312874","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
Editorial to the special issue on Copulae of Statistics & Risk Modeling 统计与风险建模关系特刊社论
IF 1.5
Statistics & Risk Modeling Pub Date : 2013-01-01 DOI: 10.1524/strm.2013.9014
Ostap Okhrin
{"title":"Editorial to the special issue on Copulae of Statistics & Risk Modeling","authors":"Ostap Okhrin","doi":"10.1524/strm.2013.9014","DOIUrl":"https://doi.org/10.1524/strm.2013.9014","url":null,"abstract":"Abstract Copulae became an extremely popular tool in different areas of research. Since the first applications in risk management in the late 90th, they attracted many other quantitatively oriented sciences like biostatistics, hydrology and finance. The main reason originates in the Sklar (1959) theorem, which allows for separation of the marginal distributions from the dependency structure between the random variables. This editorial is organized as follows. In the first section we define the copulae and state the Sklar theorem. Some literature suggestions are given in the second section. The last section presents the content of this special issue.","PeriodicalId":44159,"journal":{"name":"Statistics & Risk Modeling","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2013-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1524/strm.2013.9014","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66893409","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
What makes dependence modeling challenging? Pitfalls and ways to circumvent them 是什么使依赖性建模具有挑战性?陷阱和规避它们的方法
IF 1.5
Statistics & Risk Modeling Pub Date : 2013-01-01 DOI: 10.1524/strm.2013.2001
Jan-Frederik Mai, M. Scherer
{"title":"What makes dependence modeling challenging? Pitfalls and ways to circumvent them","authors":"Jan-Frederik Mai, M. Scherer","doi":"10.1524/strm.2013.2001","DOIUrl":"https://doi.org/10.1524/strm.2013.2001","url":null,"abstract":"Abstract We present a list of challenges one faces when given the task of modeling dependence between stochastic objects, with a special focus on financial applications. Our aim is to draw the readers' attention to common (and not so common) pitfalls and fallacies, and we particularly address readers who are new to dependence modeling. The presented list of challenges is clearly not complete, but it gives a flavor of how difficult and subtle the task of dependence modeling can be. Moreover, the readers shall get some intuition about what challenges are structural and cannot be overcome, and what challenges allow for a better solution than common practice might suggest.","PeriodicalId":44159,"journal":{"name":"Statistics & Risk Modeling","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2013-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1524/strm.2013.2001","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66893075","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
Bernstein estimator for unbounded copula densities 无界联结密度的Bernstein估计量
IF 1.5
Statistics & Risk Modeling Pub Date : 2013-01-01 DOI: 10.1524/strm.2013.2003
T. Bouezmarni, El Ghouch, A. Taamouti
{"title":"Bernstein estimator for unbounded copula densities","authors":"T. Bouezmarni, El Ghouch, A. Taamouti","doi":"10.1524/strm.2013.2003","DOIUrl":"https://doi.org/10.1524/strm.2013.2003","url":null,"abstract":"Abstract Copulas are widely used for modeling the dependence structure of multivariate data. Many methods for estimating the copula density functions are investigated. In this paper, we study the asymptotic properties of the Bernstein estimator for unbounded copula density functions. We show that the estimator converges to infinity at the corner and we establish its relative convergence when the copula density is unbounded. Also, we provide the uniform strong consistency of the estimator on every compact in the interior region. We investigate the finite sample performance of the estimator via an extensive simulation study and we compare the Bernstein copula density estimator with other nonparametric methods. Finally, we consider an empirical application where the asymmetric dependence between international equity markets (US, Canada, UK, and France) is examined.","PeriodicalId":44159,"journal":{"name":"Statistics & Risk Modeling","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2013-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1524/strm.2013.2003","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66893214","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
Central clearing of OTC derivatives: Bilateral vs multilateral netting 场外衍生品的中央结算:双边结算与多边结算
IF 1.5
Statistics & Risk Modeling Pub Date : 2012-09-01 DOI: 10.1515/strm-2013-1161
R. Cont, Thomas Kokholm
{"title":"Central clearing of OTC derivatives: Bilateral vs multilateral netting","authors":"R. Cont, Thomas Kokholm","doi":"10.1515/strm-2013-1161","DOIUrl":"https://doi.org/10.1515/strm-2013-1161","url":null,"abstract":"Abstract We study the impact of central clearing of over-the-counter (OTC) transactions on counterparty exposures in a market with OTC transactions across several asset classes with heterogeneous characteristics. The impact of introducing a central counterparty (CCP) on expected interdealer exposure is determined by the tradeoff between multilateral netting across dealers on one hand and bilateral netting across asset classes on the other hand. We find this tradeoff to be sensitive to assumptions on heterogeneity of asset classes in terms of `riskyness' of the asset class as well as correlation of exposures across asset classes. In particular, while an analysis assuming independent, homogeneous exposures suggests that central clearing is efficient only if one has an unrealistically high number of participants, the opposite conclusion is reached if differences in riskyness and correlation across asset classes are realistically taken into account. We argue that empirically plausible specifications of model parameters lead to the conclusion that central clearing does reduce interdealer exposures: the gain from multilateral netting in a CCP overweighs the loss of netting across asset classes in bilateral netting agreements. When a CCP exists for interest rate derivatives, adding a CCP for credit derivatives is shown to decrease overall exposures. These findings are shown to be robust to the statistical assumptions of the model as well as the choice of risk measure used to quantify exposures.","PeriodicalId":44159,"journal":{"name":"Statistics & Risk Modeling","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2012-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1515/strm-2013-1161","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"67313249","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: 139
On dependence consistency of CoVaR and some other systemic risk measures CoVaR与其他系统风险测度的依赖一致性
IF 1.5
Statistics & Risk Modeling Pub Date : 2012-07-14 DOI: 10.1515/strm-2013-1164
Georg Mainik, E. Schaanning
{"title":"On dependence consistency of CoVaR and some other systemic risk measures","authors":"Georg Mainik, E. Schaanning","doi":"10.1515/strm-2013-1164","DOIUrl":"https://doi.org/10.1515/strm-2013-1164","url":null,"abstract":"Abstract This paper is dedicated to the consistency of systemic risk measures with respect to stochastic dependence. It compares two alternative notions of Conditional Value-at-Risk (CoVaR) available in the current literature. These notions are both based on the conditional distribution of a random variable Y given a stress event for a random variable X , but they use different types of stress events. We derive representations of these alternative CoVaR notions in terms of copulas, study their general dependence consistency and compare their performance in several stochastic models. Our central finding is that conditioning on X  ≥ VaR α ( X ) gives a much better response to dependence between X and Y than conditioning on X  = VaR α ( X ). We prove general results that relate the dependence consistency of CoVaR using conditioning on X  ≥ VaR α ( X ) to well established results on concordance ordering of multivariate distributions or their copulas. These results also apply to some other systemic risk measures, such as the Marginal Expected Shortfall (MES) and the Systemic Impact Index (SII). We provide counterexamples showing that CoVaR based on the stress event X  = VaR α ( X ) is not dependence consistent. In particular, if ( X ,  Y ) is bivariate normal, then CoVaR based on X  = VaR α ( X ) is not an increasing function of the correlation parameter. Similar issues arise in the bivariate t model and in the model with t margins and a Gumbel copula. In all these cases, CoVaR based on X  ≥ VaR α ( X ) is an increasing function of the dependence parameter.","PeriodicalId":44159,"journal":{"name":"Statistics & Risk Modeling","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2012-07-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1515/strm-2013-1164","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"67313386","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: 165
Complete duality for quasiconvex dynamic risk measures on modules of the L p -type L - p型模上拟凸动态风险测度的完全对偶性
IF 1.5
Statistics & Risk Modeling Pub Date : 2012-01-09 DOI: 10.1515/strm-2013-1163
M. Frittelli, Marco Maggis
{"title":"Complete duality for quasiconvex dynamic risk measures on modules of the L p -type","authors":"M. Frittelli, Marco Maggis","doi":"10.1515/strm-2013-1163","DOIUrl":"https://doi.org/10.1515/strm-2013-1163","url":null,"abstract":"Abstract In the conditional setting we provide a complete duality between quasiconvex risk measures defined on L 0 modules of the L p type and the appropriate class of dual functions. This is based on a general result which extends the usual Penot-Volle representation for quasiconvex real valued maps.","PeriodicalId":44159,"journal":{"name":"Statistics & Risk Modeling","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2012-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1515/strm-2013-1163","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"67313369","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: 38
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