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Hereditarity of potential matrices and positive affine prediction of nonnegative risks from mixture models 潜在矩阵的遗传和混合模型对非负风险的正仿射预测
IF 1.8 3区 经济学 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2022-01-04 DOI: 10.1080/03461238.2021.2020892
J. Pinquet
ABSTRACT Nonnegative linear filtering of nonnegative risk variables necessitates positivity properties on the variance–covariance matrices of random effects, if experience rating is derived from mixture models. A variance–covariance matrix is a potential if it is nonsingular and if its inverse is diagonally dominant, with off-diagonal entries that are all nonpositive. We consider risk models with stationary random effects whose variance–covariance matrices are potentials. Positive credibility predictors of nonnegative risks are obtained from these mixture models. The set of variance–covariance matrices that are potentials is closed under extraction of principal submatrices. This strong hereditary property maintains the positivity of the affine predictor if the horizon is greater than one and if the history is lacunary. The specifications of the dynamic random effects presented in this paper fulfill the required positivity properties, and encompass the three possible levels for the length of memory in the mixing distribution. A case study discusses the possible strategies in the prediction of the pure premium from dynamic random effects.
对非负风险变量的非负线性滤波要求随机效应的方差-协方差矩阵具有正性,如果经验评级是由混合模型导出的。一个方差协方差矩阵是一个势阵,如果它是非奇异的,如果它的逆是对角占优的,并且非对角项都是非正的。我们考虑具有平稳随机效应的风险模型,其方差-协方差矩阵为势。从这些混合模型中获得了非负风险的正可信度预测因子。在提取主子矩阵的条件下,封闭了作为势的方差-协方差矩阵集。如果视界大于1且历史是空白的,这种强烈的遗传特性保持了仿射预测因子的正性。本文提出的动态随机效应的规范满足了混合分布中存储器长度的三个可能层次的正性要求。一个案例研究讨论了从动态随机效应中预测纯溢价的可能策略。
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引用次数: 0
On the decomposition of an insurer's profits and losses 论保险公司损益的分解
IF 1.8 3区 经济学 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2021-12-21 DOI: 10.1080/03461238.2022.2079996
M. Christiansen
ABSTRACT Current reporting standards for insurers require a decomposition of observed profits and losses in such a way that changes in the insurer's balance sheet can be attributed to specified risk factors. Generating such a decomposition is a non-trivial task because balance sheets generally depend on the risk factors in a non-linear way. This paper starts from an axiomatic perspective on profit and loss decompositions and finds that the axioms necessarily lead to infinitesimal sequential updating (ISU) decompositions, provided that the latter exist and are stable, whereas the current practice is rather to use sequential updating (SU) decompositions. The generality of the axiomatic approach makes the results useful also beyond insurance applications wherever profits and losses shall be additively decomposed in a risk-oriented manner.
保险公司目前的报告标准要求分解观察到的利润和损失,这样在保险公司的资产负债表的变化可以归因于特定的风险因素。生成这样的分解是一项重要的任务,因为资产负债表通常以非线性的方式依赖于风险因素。本文从盈亏分解的公理角度出发,发现只要存在且稳定的无限小顺序更新分解(ISU),则公理必然导致无限小顺序更新分解(ISU),而目前的做法是使用顺序更新分解(SU)。公理化方法的普遍性使其结果在保险应用之外也有用,无论利润和损失应以风险导向的方式加性分解。
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引用次数: 3
Time-consistent mean-variance reinsurance-investment problem with long-range dependent mortality rate 具有长期依赖死亡率的时间一致均值方差再保险投资问题
IF 1.8 3区 经济学 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2021-12-13 DOI: 10.1080/03461238.2022.2089050
Ling Wang, Mei Choi Chiu, H. Y. Wong
This paper investigates the time-consistent mean-variance reinsurance-investment (RI) problem faced by life insurers. Inspired by recent findings that mortality rates exhibit long-range dependence (LRD), we examine the effect of LRD on RI strategies. We adopt the Volterra mortality model proposed in Wang et al. [(2021). Volterra mortality model: actuarial valuation and risk management with long-range dependence. Insurance: Mathematics and Economics 96, 1–14] to incorporate LRD into the mortality rate process and describe insurance claims using a compound Poisson process with intensity represented by the stochastic mortality rate. Under the open-loop equilibrium mean-variance criterion, we derive explicit equilibrium RI controls and study the uniqueness of these controls in cases of constant and state-dependent risk aversion. We simultaneously resolve difficulties arising from unbounded non-Markovian parameters and sudden increases in the insurer's wealth process. While the exiting literature suggests that LRD has a significant effect on longevity hedging, we find that reinsurance is a risk management strategy that is robust to LRD.
本文研究了寿险公司面临的时间一致均值方差再保险投资问题。受最近发现死亡率表现出长期依赖(LRD)的启发,我们研究了LRD对国际扶轮策略的影响。我们采用Wang等[(2021)]提出的Volterra死亡率模型。Volterra死亡率模型:具有长期依赖的精算估值和风险管理。将LRD纳入死亡率过程,并使用随机死亡率表示强度的复合泊松过程来描述保险索赔。在开环均衡均值方差准则下,我们导出了显式均衡RI控制,并研究了这些控制在恒定和状态相关的风险厌恶情况下的唯一性。我们同时解决了由无界的非马尔可夫参数和保险公司财富过程中的突然增加所引起的困难。虽然现有文献表明长期存续率对长寿对冲有显著影响,但我们发现再保险是一种对长期存续率具有鲁棒性的风险管理策略。
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引用次数: 2
A general surplus decomposition principle in life insurance 人寿保险中一般盈余分解原则
IF 1.8 3区 经济学 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2021-11-25 DOI: 10.1080/03461238.2022.2049636
Julian Jetses, M. Christiansen
ABSTRACT In with-profit life insurance, the prudent valuation of future insurance liabilities leads to systematic surplus that mainly belongs to the policyholders and is redistributed as bonus. For a fair and lawful redistribution of surplus, the insurer needs to decompose the total portfolio surplus with respect to the contributions of individual policies and with respect to different risk sources. For this task, actuaries have a number of heuristic decomposition formulas, but an overarching decomposition principle is still missing. This paper fills that gap by introducing a so-called ISU decomposition principle that bases on infinitesimal sequential updates of the insurer's valuation basis. It is shown that the existing heuristic decomposition formulas can be replicated as ISU decompositions. Furthermore, alternative decomposition principles and their relation to the ISU decomposition principle are discussed. The generality of the ISU concept makes it a useful tool also beyond classical surplus decompositions in life insurance.
在有利润寿险中,对未来保险负债的审慎估值导致了主要属于投保人的系统性盈余,并作为红利进行再分配。为了公平合法地对盈余进行再分配,保险公司需要将总投资组合盈余按单个保单的供款和不同风险源进行分解。对于这项任务,精算师有许多启发式分解公式,但仍然缺少一个总体分解原则。本文通过引入所谓的ISU分解原则来填补这一空白,该原则基于保险人估值基础的无限小顺序更新。结果表明,现有的启发式分解公式可以复制为ISU分解公式。此外,还讨论了不同的分解原则及其与ISU分解原则的关系。ISU概念的通用性使其成为超越经典的人寿保险盈余分解的有用工具。
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引用次数: 5
Hierarchical credibility pseudo-estimators 层次可信性伪估计
IF 1.8 3区 经济学 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2021-11-24 DOI: 10.1080/03461238.2021.2002185
Stig. I. Rosenlund
Jewell's credibility model with two hierarchical levels and three variance parameters is treated. Under some additional assumptions, new pseudo-estimators are deduced, i.e. estimators which are defined by expressions that contain the estimands themselves and which must be solved numerically, for the parameters for variation between groups within sector and for variation between sectors. A Tweedie model is assumed for conditional claim rates, with exponent either 1 or 2, where 1 is for conditionally Poisson claim frequencies and 2 is for mean claim severities. Simulation results, where some of the additional assumptions are violated, indicate that our new pseudo-estimators are preferable over previous pseudo-estimators and non-pseudo-estimators for many cases that can be identified. The new between-sectors estimator seems to be universally better than the previous estimators. The goodness-of-fit of an estimator is measured by the square root of its mean square error relative to the true parameter.
对Jewell的两个层次三个方差的可信度模型进行了分析。在一些附加的假设条件下,推导出新的伪估计量,即由包含估计量本身的表达式定义的、必须用数值方法求解的扇区内组间和扇区间变化参数的伪估计量。假设有条件索赔率为Tweedie模型,其指数为1或2,其中1表示有条件泊松索赔频率,2表示平均索赔严重程度。仿真结果表明,在许多可以识别的情况下,我们的新伪估计器优于以前的伪估计器和非伪估计器。新的部门间估计器似乎普遍优于以前的估计器。估计器的拟合优度是用其相对于真实参数的均方误差的平方根来衡量的。
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引用次数: 0
Bowley reinsurance with asymmetric information: a first-best solution 信息不对称的鲍利再保险:最优方案
IF 1.8 3区 经济学 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2021-11-16 DOI: 10.1080/03461238.2021.1998922
T. Boonen, Yiying Zhang
Bowley reinsurance solutions are reinsurance contracts for which the reinsurer optimally sets the pricing density while anticipating that the insurer will choose the optimal reinsurance indemnity given this pricing density. This Bowley solution concept of equilibrium reinsurance strategy has been revisited in the modern risk management framework by Boonen et al. [(2021). Bowley reinsurance with asymmetric information on the insurer's risk preferences. Scandinavian Actuarial Journal 2021, 623–644], where the insurer and reinsurer are both endowed with distortion risk measures but there is asymmetric information on the distortion risk measure of the insurer. In this article, we continue to study this framework, but we allow the premium principle to be more flexible. We call this solution the first-best Bowley solution. We provide first-best Bowley solutions in closed form under very general assumptions. We implement some numerical examples to illustrate the findings and the comparisons with the second-best solution. The main result is further extended to the case when both the reinsurer and the insurers have heterogeneous beliefs on the distribution functions of the underlying risk.
Bowley再保险解决方案是一种再保险合同,其中再保险人设定了最优定价密度,同时期望保险人在此定价密度下选择最优再保险赔付。Boonen等人[(2021)]在现代风险管理框架中重新审视了均衡再保险策略的Bowley解概念。保险公司风险偏好信息不对称的鲍利再保险。斯堪的纳维亚精算杂志(Scandinavian Actuarial Journal, 2021, 623-644),其中保险人和再保险人都被赋予了扭曲风险度量,但保险人的扭曲风险度量存在信息不对称。在本文中,我们将继续研究这个框架,但我们允许溢价原则更加灵活。我们称这个解为最优鲍利解。我们在非常一般的假设下提供封闭形式的最佳鲍利解。我们实施了一些数值算例来说明研究结果以及与次优解的比较。主要结果进一步推广到再保险人和保险人对潜在风险的分布函数有异质信念的情况。
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引用次数: 3
An application of risk theory to mortgage lending 风险理论在抵押贷款中的应用
IF 1.8 3区 经济学 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2021-11-16 DOI: 10.1080/03461238.2021.1995781
J. Akahori, C. Constantinescu, Y. Imamura, H. Pham
Inspired by the double-debt problem in Japan where the mortgagor has to pay the remaining loan even if their house was destroyed by a catastrophic event, we model the lender's cash flow, by an exponential functional of a renewal-reward process. We propose an insurance add-on to the loan repayments and analyse the asymptotic behavior of the distribution of the first hitting time, which represents the probability of full repayment. We show that the finite-time probability of full loan repayment converges exponentially fast to the infinite-time one. In a few concrete scenarios, we calculate the exact form of the infinite-time probability and the corresponding premiums.
受日本双重债务问题的启发,即使他们的房子被灾难性事件摧毁,抵押人也必须支付剩余的贷款,我们通过更新奖励过程的指数函数来模拟贷款人的现金流。我们提出了贷款还款的附加保险,并分析了首次还款时间分布的渐近行为,该分布表示全额还款的概率。我们证明了贷款全额偿还的有限时间概率以指数速度收敛于无限时间概率。在一些具体的情况下,我们计算了无限时间概率的精确形式和相应的溢价。
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引用次数: 0
An innovative design of flexible, bequest-enhanced life annuity with natural hedging 一个创新的设计灵活,遗赠增强人寿年金与自然对冲
IF 1.8 3区 经济学 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2021-11-09 DOI: 10.1080/03461238.2021.1997795
Yuxin Zhou, M. Sherris, Jonathan Ziveyi, Mengyi Xu
There is a significant potential demand around the world for a flexible product to manage individual longevity risk. However, annuity markets remain thin, driven by factors including lack of pricing transparency, high product loadings, bequest motives, loss aversion, and the difficulty to hedge the risk. This paper proposes an individual retirement product to allow flexible management of longevity risk. The product combines a lifetime income with a flexible death benefit to meet individual bequest needs. It also benefits the issuers by lower mortality risk due to the natural hedging, and thus lower capital cost as a risk margin. We apply actuarial models that provide transparent pricing for interest rate and mortality risk, the construction of immunized bond portfolios, and the determination of a loading and solvency margin for systematic longevity risk. We also quantify the natural hedging benefits arising from the flexible inclusion of both survival benefits and death benefits.
世界各地对灵活的产品有很大的潜在需求,以管理个人寿命风险。然而,由于价格缺乏透明度、产品数量多、遗产税动机、损失厌恶以及难以对冲风险等因素,年金市场仍然很薄。本文提出了一种个人退休产品,以实现长寿风险的灵活管理。该产品结合了终身收入和灵活的死亡福利,以满足个人遗赠需求。由于自然套期保值,降低了发行人的死亡风险,从而降低了作为风险边际的资本成本。我们应用精算模型,为利率和死亡风险提供透明定价,构建免疫债券投资组合,并确定系统寿命风险的负荷和偿付能力边际。我们还量化了由于灵活纳入生存福利和死亡福利而产生的自然对冲福利。
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引用次数: 0
Phase-type mixture-of-experts regression for loss severities 损失严重程度的相位型专家混合回归
IF 1.8 3区 经济学 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2021-10-31 DOI: 10.1080/03461238.2022.2097019
Martin Bladt, Jorge Yslas
ABSTRACT The task of modeling claim severities is addressed when data is not consistent with the classical regression assumptions. This framework is common in several lines of business within insurance and reinsurance, where catastrophic losses or heterogeneous sub-populations result in data difficult to model. Their correct analysis is required for pricing insurance products, and some of the most prevalent recent specifications in this direction are mixture-of-experts models. This paper proposes a regression model that generalizes the latter approach to the phase-type distribution setting. More specifically, the concept of mixing is extended to the case where an entire Markov jump process is unobserved and where states can communicate with each other. The covariates then act on the initial probabilities of such underlying chain, which play the role of expert weights. The basic properties of such a model are computed in terms of matrix functionals, and denseness properties are derived, demonstrating their flexibility. An effective estimation procedure is proposed, based on the EM algorithm and multinomial logistic regression, and subsequently illustrated using simulated and real-world datasets. The increased flexibility of the proposed models does not come at a high computational cost, and the motivation and interpretation are equally transparent to simpler MoE models.
当数据与经典回归假设不一致时,解决索赔严重程度建模的任务。这个框架在保险和再保险的几个业务线中很常见,在这些业务线中,灾难性的损失或异构的子群体导致数据难以建模。他们的正确分析是为保险产品定价所必需的,在这个方向上最流行的一些规范是专家混合模型。本文提出了一种将后一种方法推广到相型分布设置的回归模型。更具体地说,混合的概念被扩展到整个马尔可夫跳跃过程是不可观察的,并且状态可以相互通信的情况。然后,协变量作用于这种底层链的初始概率,它起着专家权重的作用。用矩阵泛函的形式计算了该模型的基本性质,并推导了密度性质,显示了其灵活性。提出了一种基于EM算法和多项逻辑回归的有效估计方法,并利用模拟和实际数据集进行了说明。所提出的模型增加的灵活性并不需要很高的计算成本,并且动机和解释对于更简单的MoE模型同样透明。
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引用次数: 8
Mixed participating and unit-linked life insurance contracts: design, pricing and optimal strategy 混合参与与单位连结寿险合约:设计、定价与最优策略
IF 1.8 3区 经济学 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2021-10-28 DOI: 10.1080/03461238.2021.1992001
Vanessa Hanna, P. Hieber, P. Devolder
In many countries, the decline in interest rates has reduced the interest in traditional participating life insurance contracts with investment guarantees and has led to a shift to unit-linked policies without guarantees. We design a novel mixed insurance contract splitting premium payments between a participating and a unit-linked fund. An additional guarantee fee is applied on the unit-linked return in order to increase the investment guarantee of the participating fund. In a utility-based framework, using power utility and prospect theory as preference functions, we show that the mixed product is usually perceived more attractive than a full investment in either the unit-linked or the participating contract. The guarantee fee is beneficial for conservative investors interested in stronger protection against losses. This is also interesting from a marketing perspective: By the increase of the guarantee in the participating product, zero or negative guaranteed rates can be avoided.
在许多国家,利率的下降降低了人们对有投资担保的传统参与式人寿保险合同的兴趣,并导致人们转向无担保的单位挂钩保单。我们设计了一种新的混合保险合同,在参与基金和单位相连基金之间分割保费支付。为增加参与基金的投资保障,与单位挂钩的收益须缴付额外的担保费。在基于效用的框架中,使用电力效用和前景理论作为偏好函数,我们表明,混合产品通常被认为比单元连接合同或参与合同的全部投资更具吸引力。保函费对有意加强防范损失的保守投资者是有利的。从市场营销的角度来看,这也很有趣:通过增加参与产品的保证,可以避免零或负保证率。
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引用次数: 2
期刊
Scandinavian Actuarial Journal
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