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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 Q2 Mathematics 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 Q2 Mathematics 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
Wealth heterogeneity in a closed pooled annuity fund 封闭式集合年金基金的财富异质性
IF 1.8 3区 经济学 Q2 Mathematics Pub Date : 2021-10-26 DOI: 10.1080/03461238.2023.2234916
Thomas Bernhardt, Ge Qu
The stability of income payments in a pooled annuity fund is studied. In those funds, members receive a fluctuating income depending on their experienced mortality in exchange for their pension savings. The focus is on describing the influence of different initial savings on the ability of the fund to provide a stable income in retirement. Because of this, members coincide in their characteristics except for their initial savings. We identify a term, which we dub ``implied number of homogeneous members'', that directly links the initial savings to the size of the income fluctuations. Our main contribution is the analysis of this term and the development of a criterion to answer the question of whether or not a given group of same-aged people should pool their funds together.
研究了集合年金基金收益支付的稳定性。在这些基金中,成员根据他们的死亡经验获得波动的收入,以换取他们的养恤金储蓄。重点是描述不同的初始储蓄对基金在退休时提供稳定收入的能力的影响。正因为如此,成员除了最初的储蓄外,他们的特征是一致的。我们确定了一个术语,我们称之为“同质成员的隐含数量”,它将初始储蓄与收入波动的大小直接联系起来。我们的主要贡献是对这一术语进行分析,并制定一项标准,以回答某一特定年龄组的人是否应该把他们的资金集中起来的问题。
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引用次数: 2
Fractional inhomogeneous multi-state models in life insurance 人寿保险中的分数非均匀多状态模型
IF 1.8 3区 经济学 Q2 Mathematics Pub Date : 2021-10-11 DOI: 10.1080/03461238.2021.1998921
Martin Bladt
In this paper, we demonstrate through the use of matrix calculus a transparent analysis of fractional inhomogeneous Markov models for life insurance where transition matrices commute. The resulting formulae are intuitive matrix generalizations of their single-state counterparts, and the absorption times are matrix versions of well-known scalar distributions. A further advantage of this approach is that it allows extending the analysis to the non-Markovian case where sojourns are Mittag-Leffler distributed, and where the absorption times are fractional phase-type distributed. Considering deterministic time transforms gives rise to fractional inhomogeneous phase-type distributions as absorption times. The latter underlying processes are an example of a regime where not only the present but also the history of a policyholder influences its future evolution. The sub-exponential nature of stable distributions translates into the multi-state insurance model as a random longevity risk at any given state of the chain.
在本文中,我们通过使用矩阵演算证明了一个透明的分析分数阶非齐次马尔可夫模型的人寿保险,其中转移矩阵交换。所得公式是它们的单态对应物的直观矩阵推广,吸收时间是众所周知的标量分布的矩阵版本。这种方法的另一个优点是,它允许将分析扩展到非马尔可夫情况,其中逗留是Mittag-Leffler分布的,并且吸收时间是分数相型分布的。考虑确定性时间变换会产生分数阶非均匀相型分布作为吸收时间。后一种潜在的过程是一个例子,在这个制度中,不仅投保人的现在,而且投保人的历史也会影响其未来的演变。稳定分布的次指数性质转化为多状态保险模型,作为链的任意给定状态下的随机寿命风险。
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引用次数: 1
Consistent development patterns 一致的开发模式
IF 1.8 3区 经济学 Q2 Mathematics Pub Date : 2021-10-10 DOI: 10.1080/03461238.2021.1978535
W. Neuhaus
Traditional claim estimation in general insurance works with accident year cohorts and development patterns. For the impending International Financial Reporting Standard (IFRS) 17 Insurance Contracts and often for reinsurance purposes, claim estimates must be split by contract year. This paper proposes to add contract year as a cohort classifier and to adjust the development patterns accordingly. To this end, we use the continuous time models of Hesselager and Norberg. Having contract year as an additional cohort classifier, display of claim estimates by contract year and/or accident year becomes a simple matter of summation across the appropriate dimensions. The continuous time model also enables us to derive mutually consistent development patterns for discrete time intervals of different length, such as years and quarters. In addition to delivering consistent development patterns in discrete time, continuous time modelling offers the advantage of requiring only a fixed number of model parameters. Although most of the derivations in this paper are explained in terms of claim numbers, the mechanics can also be applied to claim payments.
传统的一般保险理赔估算具有事故年份队列和发展模式。对于即将实施的国际财务报告准则(IFRS) 17保险合同,以及通常用于再保险目的,索赔估计必须按合同年度划分。本文建议增加合同年作为队列分类器,并对发展模式进行相应调整。为此,我们采用了Hesselager和Norberg的连续时间模型。将合同年作为额外的队列分类器,按合同年和/或事故年显示索赔估计就变成了一个简单的跨适当维度的求和问题。连续时间模型还使我们能够为不同长度的离散时间间隔(如年和季度)推导出相互一致的发展模式。除了在离散时间内交付一致的开发模式之外,连续时间建模还提供了只需要固定数量的模型参数的优势。虽然本文中的大多数推导都是根据索赔数字来解释的,但这种机制也可以应用于索赔支付。
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引用次数: 0
Dispersion modelling of mortality for both sexes with Tweedie distributions 用Tweedie分布对两性死亡率进行离散建模
IF 1.8 3区 经济学 Q2 Mathematics Pub Date : 2021-10-03 DOI: 10.1080/03461238.2021.1980430
Jackie Li, David G. W. Pitt, Han Li
Past mortality experience has shown that the variability in mortality levels is not constant and can be higher than what the usual Poisson assumption implies. This paper proposes two ways to tackle the heterogeneity often present in mortality data. First, an additional dispersion submodel is developed and combined with the mean model to perform a joint modelling of the mean and the dispersion. Moreover, a flexible group of distributions called the Tweedie family is adopted to model the number of deaths. Using Australian and other mortality data, the results of this study show that this Tweedie double modelling framework can generally improve the fitting performance and also leads to a more adequate allowance for longevity risk when valuing pension annuities.
过去的死亡率经验表明,死亡率水平的变化不是恒定的,可能比通常的泊松假设所暗示的要高。本文提出了两种方法来解决死亡率数据中经常出现的异质性。首先,开发了一个额外的分散子模型,并将其与均值模型相结合,以执行均值和分散的联合建模。此外,还采用了一组称为Tweedie家族的灵活分布来模拟死亡人数。使用澳大利亚和其他死亡率数据,本研究的结果表明,这种Tweedie双重建模框架总体上可以提高拟合性能,并且在评估养老金年金时也可以更充分地考虑寿命风险。
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引用次数: 1
Hierarchical Bayesian modeling of multi-country mortality rates 多国死亡率的层次贝叶斯模型
IF 1.8 3区 经济学 Q2 Mathematics Pub Date : 2021-10-03 DOI: 10.1080/03461238.2021.1979639
Tzuling Lin, Cary Chi‐liang Tsai
As world populations age along with speedy internationalization, forecasting mortality for multiple countries or populations with similar socio-economic conditions or close cultural connections has become essential. We apply the hierarchical Bayesian theory to the random walk with drift model governing the dynamics of the logarithm of central death rates for each age and population. Using the mortality data for both genders of three developed countries for an age span 25–84 and a series of fitting age-year windows, and further extending the data set to include both genders of twenty countries, we conclude that the proposed hierarchical Bayesian framework can more accurately capture the mortality trends and overall outperforms the Lee–Carter model and its three extensions in mortality forecasting. Grouping both genders of the twenty countries in three ways, we find that the expected improvement rates per year in the logarithm of central death rate for all twenty countries converge to about 2% except for the US.
随着世界人口老龄化和迅速的国际化,预测具有类似社会经济条件或密切文化联系的多个国家或人口的死亡率已变得至关重要。我们将层次贝叶斯理论应用于控制每个年龄和人口中心死亡率对数动态的随机游走漂移模型。利用三个发达国家25-84岁年龄段男女死亡率数据和一系列拟合的年龄年窗口,并进一步扩展数据集,包括20个国家的男女,我们得出结论,所提出的分层贝叶斯框架可以更准确地捕捉死亡率趋势,总体上优于Lee-Carter模型及其三个扩展在死亡率预测方面。通过三种方式对20个国家的男女进行分组,我们发现,除美国外,所有20个国家的中心死亡率对数的预期改善率每年都趋同于2%左右。
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引用次数: 1
Time-inconsistent view on a dividend problem with penalty 带惩罚的股利问题的时间不一致观点
IF 1.8 3区 经济学 Q2 Mathematics Pub Date : 2021-09-29 DOI: 10.1080/03461238.2022.2161411
Josef Anton Strini, S. Thonhauser
We consider the dividend maximization problem including a ruin penalty in a diffusion environment. The additional penalty term is motivated by a constraint on dividend strategies. Intentionally, we use different discount rates for the dividends and the penalty, which causes time-inconsistency. This allows to study different types of constraints. For the diffusion approximation of the classical surplus process we derive an explicit equilibrium dividend strategy and the associated value function. Inspired by duality arguments, we can identify a particular equilibrium strategy such that for a given initial surplus the imposed constraint is fulfilled. Furthermore, we illustrate our findings with a numerical example.
研究了扩散环境下包含破产惩罚的股利最大化问题。额外惩罚期限的动机是对股息策略的约束。有意地,我们使用不同的贴现率的股息和罚款,这导致时间不一致。这允许研究不同类型的约束。对于经典剩余过程的扩散近似,我们导出了一个明确的均衡红利策略和相关的价值函数。受对偶论证的启发,我们可以确定一个特定的均衡策略,使得对于给定的初始盈余,所施加的约束得到满足。此外,我们用一个数值例子来说明我们的发现。
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引用次数: 0
Robust reinsurance contract with asymmetric information in a stochastic Stackelberg differential game 随机Stackelberg微分对策中信息不对称的鲁棒再保险契约
IF 1.8 3区 经济学 Q2 Mathematics Pub Date : 2021-09-08 DOI: 10.1080/03461238.2021.1971756
Yu Yuan, Zhibin Liang, Xiaoru Han
In this paper, we determine a robust reinsurance contract from joint interests of the insurer and reinsurer under the framework of Stackelberg differential game. More specifically, the reinsurer is the leader of the game and decides on an optimal reinsurance premium to charge, while the insurer is the follower of the game and chooses an optimal proportional reinsurance to purchase. In order to defend the large shocks of wealth process, a loss-dependent premium principle is applied to the insurer. Meanwhile, we incorporate model uncertainty into the reinsurer's controlled surplus due to the asymmetric information. Under the time-consistent mean-variance criterion, we derive the robust reinsurance contract explicitly by solving the coupled extended Hamilton–Jacobi–Bellman systems. It is interesting to prove that the optimal premium control for the reinsurer is determined by a time-adjusted variance principle. In addition, we find that the reinsurer would like to raise the reinsurance price to guard against the model uncertainty, which consequently decreases the insurer's reinsurance demand. Finally, further analyses are provided to show the necessity of considering the model uncertainty; otherwise, the reinsurance company will suffer a great loss of utility.
本文在Stackelberg微分对策的框架下,从保险人和再保险人的共同利益出发,确定了一个稳健的再保险合同。更具体地说,再保险公司是博弈的领导者,决定最优的再保险费率,而保险人是博弈的追随者,选择最优的比例再保险购买。为了抵御财富过程的巨大冲击,保险公司采用了损失相关的保费原则。同时,由于信息不对称,我们将模型不确定性纳入再保险人的控制盈余中。在时间一致均值-方差准则下,通过求解耦合扩展Hamilton-Jacobi-Bellman系统,明确地导出了鲁棒再保险契约。证明再保险人的最优保费控制是由时间调整方差原则决定的。此外,我们发现再保险人倾向于提高再保险价格以防范模型的不确定性,从而降低了保险人的再保险需求。最后,进一步分析了考虑模型不确定性的必要性;否则,再保险公司将遭受巨大的效用损失。
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引用次数: 20
Actuarial-consistency and two-step actuarial valuations: a new paradigm to insurance valuation 精算一致性和两步精算估值:保险估值的新范式
IF 1.8 3区 经济学 Q2 Mathematics Pub Date : 2021-08-30 DOI: 10.1080/03461238.2022.2090272
Karim Barigou, Daniël Linders, Fan Yang
ABSTRACT This paper introduces new valuation schemes called actuarial-consistent valuations for insurance liabilities which depend on both financial and actuarial risks, which imposes that all actuarial risks are priced via standard actuarial principles. We propose to extend standard actuarial principles by a new actuarial-consistent procedure, which we call ‘two-step actuarial valuations’. In the case valuations are coherent, we show that actuarial-consistent valuations are equivalent to two-step actuarial valuations. We also discuss the connection with ‘two-step market-consistent valuations’ from Pelsser, A. & Stadje, M. [(2014). Time-consistent and market-consistent evaluations. Mathematical Finance 24(1), 25–65]. In particular, we discuss how the dependence structure between actuarial and financial risks impacts both actuarial-consistent and market-consistent valuations.
摘要本文介绍了一种新的保险负债估值方案,称为精算一致估值,它既依赖于财务风险,也依赖于精算风险,它要求所有精算风险都通过标准精算原则定价。我们建议通过一种新的精算一致性程序来扩展标准精算原则,我们称之为“两步精算估值”。在估值一致的情况下,我们证明了精算一致估值等同于两步精算估值。我们还讨论了与Pelsser, A. & Stadje, M.(2014)的“两步市场一致估值”的联系。时间一致和市场一致的评估。数学金融,24(1),25-65]。特别地,我们讨论了精算和金融风险之间的依赖结构如何影响精算一致性和市场一致性估值。
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引用次数: 2
期刊
Scandinavian Actuarial Journal
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