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1.
This paper is inspired by two papers of Riegel who proposed to consider the paid and incurred loss development of the individual claims and to use a filter in order to separate small and large claims and to construct loss development squares for the paid or incurred small or large claims and for the numbers of large claims. We show that such loss development squares can be constructed from collective models for the accident years. Moreover, under certain assumptions on these collective models, we show that a development pattern exists for each of these loss development squares, which implies that various methods of loss reserving can be used for prediction and that the chain ladder method is a natural method for the prediction of future numbers of large claims.  相似文献   

2.
Jump Spillover in International Equity Markets   总被引:1,自引:0,他引:1  
In this article we study jump spillover effects between a numberof country equity indexes. In order to identify the latent historicaljumps of each index, we use a Bayesian approach to estimatea jump-diffusion model on each index. We look at the simultaneousjump intensities of pairs of countries and the probabilitiesthat jumps in large countries cause jumps or unusually largereturns in other countries. In all cases, we find significantevidence of jump spillover. In addition, we find that jump spilloverseems to be particularly large between countries that belongto the same regions and have similar industry structures, whereas,interestingly, the sample correlations between the countrieshave difficulties in capturing the jump spillover effects.  相似文献   

3.
本文通过对近年我国发生的商业银行操作风险事件的统计,得出了我国商业银行操作风险的重要特征,包括:内部欺诈及其导致的操作风险损失所占比重最大,操作风险资本的顺经济周期效应表现明显,欺诈性操作风险与地区法治水平呈现背离走势等.在对操作风险事件各损失类型发生的频率和损失金额分布进行拟合的基础上,运用蒙特卡洛模拟方法对我国商业银行操作风险资本进行10 231次模拟计算,结果显示,在置信水平为99.9%的条件下,我国整个商业银行业在拨备了3 163亿元的操作风险资本以后,大致可以抵御150年所遭遇的全部操作风险损失带来的冲击.  相似文献   

4.
商业银行操作风险的统计特征及其资本模拟实证   总被引:2,自引:0,他引:2  
本文通过对近年我国发生的商业银行操作风险事件的统计,得出了我国商业银行操作风险的重要特征,包括:内部欺诈及其导致的操作风险损失所占比重最大,操作风险资本的顺经济周期效应表现明显,欺诈性操作风险与地区法治水平呈现背离走势等.在对操作风险事件各损失类型发生的频率和损失金额分布进行拟合的基础上,运用蒙特卡洛模拟方法对我国商业银行操作风险资本进行10 231次模拟计算,结果显示,在置信水平为99.9%的条件下,我国整个商业银行业在拨备了3 163亿元的操作风险资本以后,大致可以抵御150年所遭遇的全部操作风险损失带来的冲击.  相似文献   

5.
This paper investigates the role of stochastic volatility and return jumps in reproducing the volatility dynamics and the shape characteristics of the Korean Composite Stock Price Index (KOSPI) 200 returns distribution. Using efficient method of moments and reprojection analysis, we find that stochastic volatility models, both with and without return jumps, capture return dynamics surprisingly well. The stochastic volatility model without return jumps, however, cannot fully reproduce the conditional kurtosis implied by the data. Return jumps successfully complement this gap. We also find that return jumps are essential in capturing the volatility smirk effects observed in short-term options.
Sol KimEmail:
  相似文献   

6.
现阶段,在公司管理中,理赔问题凸现出来,集中体现在理赔运行和管理现状难以适应公司科学发展的要求,急待进行改革创新。保险覆盖面的不断扩大、客户服务领域的拓宽对理赔线服务业务发展的能力提出了严峻的挑战,公司对保险主业盈利能力的要求和保险市场生态环境的亟待改善要求理赔线进一步提升成本管控的能力,金融企业集团化的发展趋势和资源整合力度的加强要求理赔线强化对资源的控制和整合能力,提升核心能力、把握相关关系、明确理赔线定位,在管理模式上有所创新,同时提升专业化能力,加强全流程控制与电子化支持,建立专业化理赔队伍,提升客户服务能力,与各产品线协同解决理赔风险。  相似文献   

7.
    
The loss distribution approach is one of the three advanced measurement approaches to the Pillar I modeling proposed by Basel II in 2001. In this paper, one possible approximation of the aggregate and maximum loss distribution in the extremely low frequency/high severity case is given, i.e. the case of infinite mean of the loss sizes and loss inter-arrival times. In this study, independent but not identically distributed losses are considered. The minimum loss amount is considered increasing over time. A Monte Carlo simulation algorithm is presented and several quantiles are estimated. The same approximation is used for modeling the maximum and aggregate worldwide economy losses caused by very rare and very extreme events such as 9/11, the Russian rouble crisis, and the U.S. subprime mortgage crisis. The model parameters are fit on a data sample of operational losses. The respective aggregate and extremal loss quantiles are calculated.  相似文献   

8.
    
This research examines the efficiency of nonparametric factor analytic approaches in measuring risk in common stocks of Korean financial firms from the risk‐management perspective. This paper shows that using only one risk factor extracted from principal component analysis, the parallel shift or market movement factor, has sufficient accuracy for downside risk measures. We assess accuracy by applying Monte Carlo simulation to obtain VaR and ES for the Korean financial sector and industries within the financial sector (banks, insurance companies, and investment andsecurity trading companies), and further estimate the risk contagious effect on financial firms.  相似文献   

9.
This paper provides the explicit solution to the three-factor diffusion model recently proposed by the Danish Society of Actuaries to the Danish industry of life insurance and pensions. The solution is obtained by use of the known general solution to multidimensional linear stochastic differential equation systems. With offset in the explicit solution, we establish the conditional distribution of the future state variables which allows for exact simulation. Using exact simulation, we illustrate how simulation of the system can be improved compared to a standard Euler scheme. In order to analyze the effect of choosing the exact simulation scheme over the traditional Euler approximation scheme frequently applied by practitioners, we carry out a simulation study. We show that due to its recursive nature, the Euler scheme becomes computationally expensive as it requires a small step size in order to minimize discretization errors. Using our exact simulation scheme, one is able to cut these computational costs significantly and obtain even better forecasts. As probability density tail behavior is key to expected investment portfolio performance, we further conduct a risk analysis in which we compare well-known risk measures under both schemes. Finally, we conduct a sensitivity analysis and find that the relative performance of the two schemes depends on the chosen model parameter estimates.  相似文献   

10.
    
According to Solvency II directive, each insurance company could determine solvency capital requirements using its own, tailor made, internal model. This highlights the urgency of having fast numerical tools based on practically-oriented mathematical models. From the Solvency II perspective discrete time framework seems to be the most relevant one. In this paper, we propose a number of fast and accurate approximations of ruin probabilities involving some integral operator and examine them along strictly theoretical as well as numerical lines. For a few claim distributions the approximations are shown to be exact. In general, we prove that they converge with an exponential rate to the exact ruin probabilities without any restrictive assumptions on the claim distribution. A fast algorithm to approximate ruin probabilities by a numerical fixed point of the involved integral operator is given. As an application, ruin probabilities for, e.g. normally and Weibull – distributed claims are computed. Comparisons with discrete time counterparts of some continuous time approximation methods are also carried out. Numerical studies show that our approximations are precise both for small and large values of the initial surplus u. In contrast, the empirical De Vylder-type ones strongly depend on the claim distributions and are less precise for small and medium values of u.  相似文献   

11.
    
In this article we define a multi-factor equity–interest rate hybrid model with non-zero correlation between the stock and interest rate. The equity part is modeled by the Heston model and we use a Gaussian multi-factor short-rate process. By construction, the model fits in the framework of affine diffusion processes, allowing fast calibration to plain vanilla options. We also provide an efficient Monte Carlo simulation scheme.  相似文献   

12.
In this paper, we study the family of renewal shot-noise processes. The Feynmann–Kac formula is obtained based on the piecewise deterministic Markov process theory and the martingale methodology. We then derive the Laplace transforms of the conditional moments and asymptotic moments of the processes. In general, by inverting the Laplace transforms, the asymptotic moments and the first conditional moments can be derived explicitly; however, other conditional moments may need to be estimated numerically. As an example, we develop a very efficient and general algorithm of Monte Carlo exact simulation for estimating the second conditional moments. The results can be then easily transformed to the counterparts of discounted aggregate claims for insurance applications, and we apply the first two conditional moments for the actuarial net premium calculation. Similarly, they can also be applied to credit risk and reliability modelling. Numerical examples with four distribution choices for interarrival times are provided to illustrate how the models can be implemented.  相似文献   

13.
    
At the core of contingency theory, a major theory in management accounting, is the concept of fit. We critically discuss forms of fit as presented in overview articles from the management accounting field, highlighting forms of fit that have not appeared in prior overview articles (matching fit with hetero-performance on the fit line and/or asymmetric effects of mis-fit on performance). We also address some confusing arguments in the literature concerning the moderation form of fit and what has been referred as the mediation form of fit. In a second step, we reevaluate the appropriateness of statistical techniques used to test sub-forms of fit, highlighting the difficulties in differentiating conclusively between them. Specifically, we present polynomial regression analysis (PRA) in conjunction with the response surface methodology (RSM) as a powerful methodological alternative and discuss its ability to differentiate between the sub-forms of fit. We also discuss the strengths and weaknesses of structural equation modeling (SEM) to test for forms of fit.  相似文献   

14.
    
With increasing security spending in organizations, evaluation of the quality and effectiveness of IT security investments has become an important component in managing these projects. The academic literature, however, is largely silent on post-audit of such investments, which is a formal evaluation of IT resource allocation decisions. IT post-audits are considered a useful risk management tool for organizations and are often emphasized in security certifications and standards. To fill this research gap and contribute to practice, we suggest post-auditing of IT security investments using the generic Markov Chain Monte Carlo (MCMC) simulation approach. This approach does not place stringent conjugate assumptions and can handle high-dimensional Bayesian post-audit inference problems often associated with information security resource allocation decisions. We develop two Bayesian post-audit models using the MCMC method: (1) measuring the effectiveness of an IT security investment using posterior mean score ratios (MSR), and posterior crossover error rates (CER); and (2) measuring the effectiveness through detection of a denial of service (DOS) attack using Bayesian estimation to statistically compare the degree of divergence using the concept of entropy. We demonstrate the utility of the proposed methodology using an email intrusion detection system application.  相似文献   

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