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Expressive mortality models through Gaussian process kernels 通过高斯过程核建立具有表现力的死亡率模型
Pub Date : 2024-02-15 DOI: 10.1017/asb.2023.39
Jimmy Risk, Mike Ludkovski
We develop a flexible Gaussian process (GP) framework for learning the covariance structure of Age- and Year-specific mortality surfaces. Utilizing the additive and multiplicative structure of GP kernels, we design a genetic programming algorithm to search for the most expressive kernel for a given population. Our compositional search builds off the Age–Period–Cohort (APC) paradigm to construct a covariance prior best matching the spatio-temporal dynamics of a mortality dataset. We apply the resulting genetic algorithm (GA) on synthetic case studies to validate the ability of the GA to recover APC structure and on real-life national-level datasets from the Human Mortality Database. Our machine learning-based analysis provides novel insight into the presence/absence of Cohort effects in different populations and into the relative smoothness of mortality surfaces along the Age and Year dimensions. Our modeling work is done with the PyTorch libraries in Python and provides an in-depth investigation of employing GA to aid in compositional kernel search for GP surrogates.
我们开发了一个灵活的高斯过程(GP)框架,用于学习特定年龄和年份死亡率表面的协方差结构。利用 GP 内核的加法和乘法结构,我们设计了一种遗传编程算法,为给定人群搜索最具表现力的内核。我们的组成搜索建立在年龄-时期-队列(APC)范式的基础上,以构建最符合死亡率数据集时空动态的协方差先验。我们将由此产生的遗传算法(GA)应用于合成案例研究,以验证遗传算法恢复 APC 结构的能力,并应用于人类死亡率数据库中的真实国家级数据集。我们基于机器学习的分析对不同人群中是否存在队列效应以及死亡率表面在年龄和年份维度上的相对平滑性提供了新的见解。我们的建模工作是通过 Python 中的 PyTorch 库完成的,并深入研究了如何利用 GA 来帮助 GP 代理的组成核搜索。
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引用次数: 0
Telematics combined actuarial neural networks for cross-sectional and longitudinal claim count data 用于横截面和纵向索赔数量数据的远程信息处理组合精算神经网络
Pub Date : 2024-02-14 DOI: 10.1017/asb.2024.4
Francis Duval, Jean-Philippe Boucher, Mathieu Pigeon
We present novel cross-sectional and longitudinal claim count models for vehicle insurance built upon the combinedd actuarial neural network (CANN) framework proposed by Wüthrich and Merz. The CANN approach combines a classical actuarial model, such as a generalized linear model, with a neural network. This blending of models results in a two-component model comprising a classical regression model and a neural network part. The CANN model leverages the strengths of both components, providing a solid foundation and interpretability from the classical model while harnessing the flexibility and capacity to capture intricate relationships and interactions offered by the neural network. In our proposed models, we use well-known log-linear claim count regression models for the classical regression part and a multilayer perceptron (MLP) for the neural network part. The MLP part is used to process telematics car driving data given as a vector characterizing the driving behavior of each insured driver. In addition to the Poisson and negative binomial distributions for cross-sectional data, we propose a procedure for training our CANN model with a multivariate negative binomial specification. By doing so, we introduce a longitudinal model that accounts for the dependence between contracts from the same insured. Our results reveal that the CANN models exhibit superior performance compared to log-linear models that rely on manually engineered telematics features.
我们在 Wüthrich 和 Merz 提出的组合精算神经网络(CANN)框架基础上,提出了新颖的车辆保险横截面和纵向理赔次数模型。CANN 方法将广义线性模型等经典精算模型与神经网络相结合。这种混合模型产生了一个由经典回归模型和神经网络部分组成的两部分模型。CANN 模型充分利用了这两部分的优势,为经典模型提供了坚实的基础和可解释性,同时利用神经网络的灵活性和能力来捕捉错综复杂的关系和相互作用。在我们提出的模型中,经典回归部分使用众所周知的对数线性索赔件数回归模型,神经网络部分使用多层感知器(MLP)。MLP 部分用于处理远程信息处理系统提供的汽车驾驶数据,这些数据是每个投保司机驾驶行为的特征向量。除了用于横截面数据的泊松分布和负二项分布外,我们还提出了一种使用多变量负二项分布规范训练 CANN 模型的程序。通过这种方法,我们引入了一个纵向模型,该模型考虑了同一被保险人的合同之间的依赖性。我们的研究结果表明,与依赖于人工设计的远程信息处理特征的对数线性模型相比,CANN 模型表现出更优越的性能。
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引用次数: 0
Fair valuations of insurance policies under multiple risk factors: A flexible lattice approach 多重风险因素下保险单的公平估值:灵活的网格方法
Pub Date : 2024-02-12 DOI: 10.1017/asb.2024.5
Pierre Devolder, Emilio Russo, Alessandro Staino
We propose a flexible lattice model to evaluate the fair value of insurance contracts embedding both financial and actuarial risk factors. Flexibility relies on the ability of the model to manage different specifications of the correlated processes governing interest rate, mortality, and fund dynamics, thus allowing the insurer to make the most appropriate choices. The model is also able to handle additional guarantees like a surrender opportunity for which explicit formulae are not available being it similar to an American derivative. The model discretizes mortality and interest rate dynamics through two different binomial lattices and then combines them into a bivariate tree characterized by the presence of four branches for each node. The probability of each branch is defined to replicate the correlation affecting the two processes. The bivariate model is useful to compute the value of survival zero coupon bond. When adding another source of risk, such as the fund dynamics for evaluating fund-linked insurance products, we model it through a bivariate tree that captures the influence of the interest rate on its drift term. Then, the mortality risk is embedded by defining a trivariate tree presenting eight branches emanating from each node with probabilities defined in order to capture the correlations of the processes. Extensive numerical experiments assess the model accuracy by considering some stylized policies, but the model application is not limited to them being it able to manage different contract specifications.
我们提出了一种灵活的网格模型,用于评估包含财务和精算风险因素的保险合同的公允价值。灵活性依赖于模型管理利率、死亡率和基金动态相关过程的不同规格的能力,从而允许保险公司做出最合适的选择。该模型还能处理额外的保证,如退保机会,因为它类似于美式衍生产品,而退保机会没有明确的计算公式。该模型通过两个不同的二叉网格将死亡率和利率动态离散化,然后将它们组合成一棵二叉树,每个节点有四个分支。定义每个分支的概率是为了复制影响这两个过程的相关性。双变量模型可用于计算零息债券的生存价值。当加入另一个风险源时,例如用于评估基金挂钩保险产品的基金动态,我们通过二叉树来建立模型,以捕捉利率对其漂移项的影响。然后,通过定义一棵三变量树来嵌入死亡率风险,该树从每个节点发出八个分支,并定义了概率,以捕捉过程的相关性。大量的数值实验通过考虑一些风格化的政策来评估模型的准确性,但模型的应用并不局限于这些政策,它还能管理不同的合同规格。
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引用次数: 0
Optimal insurance with counterparty and additive background risk 具有对手风险和附加背景风险的最佳保险
Pub Date : 2024-02-02 DOI: 10.1017/asb.2024.3
Yanhong Chen
In this paper, we explore how to design the optimal insurance contracts when the insured faces insurable, counterparty, and additive background risk simultaneously. The target is to minimize the mean-variance of the insured’s loss. By utilizing the calculus of variations, an implicit characterization of the optimal ceded loss function is given. An explicit structure of the optimal ceded loss function is also provided by making full use of its implicit characterization. We further derive a much simpler solution when these three kinds of risk have some special dependence structures. Finally, we give a numerical example to illustrate our results.
在本文中,我们探讨了当被保险人同时面临可保风险、交易对手风险和附加背景风险时,如何设计最优的保险合同。目标是使被保险人损失的均值-方差最小化。通过利用变异微积分,给出了最优分担损失函数的隐式特征。通过充分利用其隐含特征,我们还给出了最优让与损失函数的显式结构。当这三种风险具有一些特殊的依赖结构时,我们进一步推导出了一个更简单的解决方案。最后,我们给出一个数值示例来说明我们的结果。
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引用次数: 0
Microscopic traffic models, accidents, and insurance losses 微观交通模型、事故和保险损失
Pub Date : 2024-01-10 DOI: 10.1017/asb.2023.36
Sojung Kim, Marcel Kleiber, Stefan Weber

The paper develops a methodology to enable microscopic models of transportation systems to be accessible for a statistical study of traffic accidents. Our approach is intended to permit an understanding not only of historical losses but also of incidents that may occur in altered, potential future systems. Through such a counterfactual analysis, it is possible, from an insurance, but also from an engineering perspective, to assess the impact of changes in the design of vehicles and transport systems in terms of their impact on road safety and functionality.

Structurally, we characterize the total loss distribution approximatively as a mean-variance mixture. This also yields valuation procedures that can be used instead of Monte Carlo simulation. Specifically, we construct an implementation based on the open-source traffic simulator SUMO and illustrate the potential of the approach in counterfactual case studies.

本文提出了一种方法,使交通系统的微观模型能够用于交通事故的统计研究。我们的方法不仅可以了解历史损失,还可以了解在改变的、潜在的未来系统中可能发生的事故。通过这种反事实分析,不仅可以从保险角度,还可以从工程角度评估车辆和运输系统设计的变化对道路安全和功能的影响。从结构上讲,我们将总损失分布近似表征为均值-方差混合物,这也产生了可用于替代蒙特卡罗模拟的估值程序。具体来说,我们在开源交通模拟器 SUMO 的基础上构建了一个实施方案,并在反事实案例研究中说明了该方法的潜力。
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引用次数: 0
Taxation and policyholder behavior: the case of guaranteed minimum accumulation benefits 税收与投保人行为:保证最低积累额案例
Pub Date : 2024-01-05 DOI: 10.1017/asb.2023.38
Jennifer Alonso-García, Michael Sherris, Samuel Thirurajah, Jonathan Ziveyi

This paper considers variable annuity (VA) contracts embedded with guaranteed minimum accumulation benefit (GMAB) riders when policyholder’s proceeds are taxed upon early surrender or maturity. These contracts promise the return of the premium paid by the policyholder, or a higher rolled-up value, at the end of the investment period. A partial differential equation valuation framework which exploits the numerical method of lines is used to determine fair fees that render the policyholder and insurer breakeven. Two taxation regimes are considered: one where capital gains are allowed to offset losses and a second where gains do not offset losses. Most insurance providers highlight the tax-deferred features of VA contracts. We show that the regime under which the insured is taxed significantly impacts prices. If losses are allowed to offset gains then this enhances the market, increasing the policyholder’s willingness to participate in the market compared to the case when losses are not allowed to offset gains. With fair fees from the policyholder’s perspective, we show that the net profit is generally positive for insurance companies offering the contract as a naked option without any hedge. We also show how investment policy, as reflected in the Sharpe ratio, impacts and interacts with policyholder persistency.

本文探讨了当投保人的收益在提前退保或到期时被征税时,嵌入了保证最低积累利益(GMAB)附加条款的变额年金(VA)合同。这些合同承诺在投资期结束时返还投保人支付的保费或更高的滚动价值。利用线性数值法的偏微分方程估值框架,可确定使投保人和保险公司收支平衡的合理费用。考虑了两种税收制度:一种是允许资本利得抵消损失,另一种是利得不抵消损失。大多数保险提供商都强调了增值税合同的延税特性。我们的研究表明,对被保险人征税的制度会对价格产生重大影响。如果允许损失抵消收益,那么与不允许损失抵消收益的情况相比,这会增强市场,提高投保人参与市场的意愿。从投保人的角度来看,在公平收费的情况下,我们表明保险公司在不进行任何对冲的情况下以裸体期权的形式提供合约时,净利润通常为正数。我们还展示了夏普比率所反映的投资政策如何影响投保人的持续率并与之相互作用。
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引用次数: 0
Pricing and hedging of longevity basis risk through securitisation 通过证券化对长寿基础风险进行定价和对冲
Pub Date : 2023-12-27 DOI: 10.1017/asb.2023.37
Fadoua Zeddouk, Pierre Devolder
Pension funds and insurers face difficulties in hedging their longevity risk, which is the uncertainty of how long their clients will live. A possible solution could be using longevity-linked securities to transfer some of this risk to other parties. However, these securities may not match the actual mortality rates of the insurer’s clients, resulting in a potential loss due to basis risk. In this paper, we measure this basis risk through the pricing of a longevity derivative under Solvency II. We also compare this method with other common pricing methods in finance. We explore and evaluate different hedging strategies for insurers, using a multi-population model derived from a two-dimensional Hull and White model that captures the dynamics of mortality over time.
养老基金和保险公司在对冲长寿风险方面面临着困难,长寿风险是指客户寿命的不确定性。一个可行的解决方案是使用与长寿挂钩的证券,将部分风险转移给其他方。然而,这些证券可能与保险公司客户的实际死亡率不匹配,从而导致基础风险造成的潜在损失。在本文中,我们通过对偿付能力 II 下的长寿衍生品进行定价来衡量这种基础风险。我们还将这种方法与金融领域的其他常见定价方法进行了比较。我们探讨并评估了保险公司的不同对冲策略,使用了一个从二维赫尔和怀特模型衍生出来的多人口模型,该模型捕捉了死亡率随时间变化的动态。
{"title":"Pricing and hedging of longevity basis risk through securitisation","authors":"Fadoua Zeddouk, Pierre Devolder","doi":"10.1017/asb.2023.37","DOIUrl":"https://doi.org/10.1017/asb.2023.37","url":null,"abstract":"Pension funds and insurers face difficulties in hedging their longevity risk, which is the uncertainty of how long their clients will live. A possible solution could be using longevity-linked securities to transfer some of this risk to other parties. However, these securities may not match the actual mortality rates of the insurer’s clients, resulting in a potential loss due to basis risk. In this paper, we measure this basis risk through the pricing of a longevity derivative under Solvency II. We also compare this method with other common pricing methods in finance. We explore and evaluate different hedging strategies for insurers, using a multi-population model derived from a two-dimensional Hull and White model that captures the dynamics of mortality over time.","PeriodicalId":501189,"journal":{"name":"ASTIN Bulletin: The Journal of the IAA","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-12-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139052676","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
Optimal performance of a tontine overlay subject to withdrawal constraints 受撤回约束的tontine覆盖层的最佳性能
Pub Date : 2023-11-17 DOI: 10.1017/asb.2023.35
Peter A. Forsyth, Kenneth R. Vetzal, Graham Westmacott
We consider the holder of an individual tontine retirement account, with maximum and minimum withdrawal amounts (per year) specified. The tontine account holder initiates the account at age 65 and earns mortality credits while alive, but forfeits all wealth in the account upon death. The holder wants to maximize total withdrawals and minimize expected shortfall at the end of the retirement horizon of 30 years (i.e., it is assumed that the holder survives to age 95). The holder controls the amount withdrawn each year and the fraction of the retirement portfolio invested in stocks and bonds. The optimal controls are determined based on a parametric model fitted to almost a century of market data. The optimal control algorithm is based on dynamic programming and the solution of a partial integro differential equation (PIDE) using Fourier methods. The optimal strategy (based on the parametric model) is tested out of sample using stationary block bootstrap resampling of the historical data. In terms of an expected total withdrawal, expected shortfall (EW-ES) efficient frontier, the tontine overlay dramatically outperforms an optimal strategy (without the tontine overlay), which in turn outperforms a constant weight strategy with withdrawals based on the ubiquitous four per cent rule.
我们考虑个人定期退休帐户的持有人,该帐户规定了最高和最低提款金额(每年)。tontime账户持有人在65岁时开立该账户,在世时可获得死亡积分,但死后将丧失账户中的所有财富。持有人希望在30年退休期结束时(即假设持有人活到95岁),使总提款最大化,并使预期缺口最小化。持有人可以控制每年提取的金额以及投资于股票和债券的退休投资组合的比例。最优控制是根据拟合近一个世纪的市场数据的参数模型确定的。最优控制算法基于动态规划和用傅里叶方法求解偏积分微分方程。通过对历史数据进行平稳块自举重采样,验证了基于参数模型的最优策略。就预期总回撤量、预期缺口(EW-ES)效率边界而言,tontine覆盖显著优于最优策略(没有tontine覆盖),而最优策略又优于基于普遍存在的4%规则的固定权重策略。
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引用次数: 0
Optimal commissions and subscriptions in mutual aid platforms 互助平台的最优佣金和订阅
Pub Date : 2023-07-04 DOI: 10.1017/asb.2023.21
Yixing Zhao, Yan Zeng

This paper investigates an operation mechanism for mutual aid platforms to develop more sustainably and profitably. A mutual aid platform is an online risk-sharing platform for risk-heterogeneous participants, and the platform extracts revenues by charging participants commission and subscription fees. A modeling framework is proposed to identify the optimal commissions and subscriptions for mutual aid platforms. Participants are divided into different types based on their loss probabilities and values derived from the platform. We present how these commissions and subscriptions should be set in a mutual aid plan to maximize the platform’s revenues. Our analysis emphasized the importance of accounting for risk heterogeneity in mutual aid platforms. Specifically, different types of participants should be charged different commissions/subscriptions depending on their loss probabilities and values on the platform. Participants’ shared costs should be determined based on their loss probabilities. Adverse selection occurs on the platform if participants with different risks pay the same shared costs. Our results also show that the platform’s maximum revenue will be lower if the platform charges the same fee to all participants. The numerical results of a practical example illustrate that the optimal commission/subscription scheme and risk-sharing rule result in considerable improvements in platform revenue over the current scheme implemented by the platform.

本文探讨了互助平台可持续发展的运行机制。互助平台是面向风险异质性参与者的在线风险分担平台,平台通过向参与者收取佣金和订阅费来获取收益。提出了一个模型框架来确定互助平台的最优佣金和订阅。根据参与者的损失概率和平台得出的值,将参与者分为不同的类型。我们将介绍如何在互助计划中设置这些佣金和订阅,以最大化平台的收益。我们的分析强调了在互助平台中考虑风险异质性的重要性。具体而言,不同类型的参与者应根据其在平台上的损失概率和价值收取不同的佣金/订金。参与者的共同成本应根据他们的损失概率来确定。当风险不同的参与者支付相同的共同成本时,平台上就会出现逆向选择。我们的研究结果还表明,如果平台对所有参与者收取相同的费用,平台的最大收益将会降低。一个实际算例的数值结果表明,最优的委托/认购方案和风险分担规则使平台收益比当前平台实施的方案有较大的提高。
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引用次数: 3
THE SAINT MODEL: A DECADE LATER 圣人模式:十年后
Pub Date : 2022-01-20 DOI: 10.1017/asb.2021.37
Søren F. Jarner, Snorre Jallbjørn

While many of the prevalent stochastic mortality models provide adequate short- to medium-term forecasts, only few provide biologically plausible descriptions of mortality on longer horizons and are sufficiently stable to be of practical use in smaller populations. Among the very first to address the issue of modelling adult mortality in small populations was the SAINT model, which has been used for pricing, reserving and longevity risk management by the Danish Labour Market Supplementary Pension Fund (ATP) for more than a decade. The lessons learned have broadened our understanding of desirable model properties from the practitioner’s point of view and have led to a revision of model components to address accuracy, stability, flexibility, explainability and credibility concerns. This paper serves as an update to the original version published 10 years ago and presents the SAINT model with its modifications and the rationale behind them. The main improvement is the generalization of frailty models from deterministic structures to a flexible class of stochastic models. We show by example how the SAINT framework is used for modelling mortality at ATP and make comparisons to the Lee-Carter model.

虽然许多流行的随机死亡率模型提供了适当的短期至中期预测,但只有少数模型对较长期的死亡率提供了生物学上合理的描述,并且足够稳定,可以在较小的人口中实际使用。最早解决小人口中成人死亡率建模问题的是SAINT模型,该模型已被丹麦劳动力市场补充养恤基金(ATP)用于定价、储备和长寿风险管理十多年。从从业者的角度来看,吸取的教训扩大了我们对理想模型属性的理解,并导致了对模型组件的修订,以解决准确性、稳定性、灵活性、可解释性和可信度问题。本文是对10年前发表的原始版本的更新,并介绍了SAINT模型及其修改及其背后的基本原理。主要的改进是将脆弱性模型从确定性结构推广到一类灵活的随机模型。我们通过实例展示了如何使用SAINT框架来模拟ATP的死亡率,并与Lee-Carter模型进行了比较。
{"title":"THE SAINT MODEL: A DECADE LATER","authors":"Søren F. Jarner, Snorre Jallbjørn","doi":"10.1017/asb.2021.37","DOIUrl":"https://doi.org/10.1017/asb.2021.37","url":null,"abstract":"<p>While many of the prevalent stochastic mortality models provide adequate short- to medium-term forecasts, only few provide biologically plausible descriptions of mortality on longer horizons and are sufficiently stable to be of practical use in smaller populations. Among the very first to address the issue of modelling adult mortality in small populations was the SAINT model, which has been used for pricing, reserving and longevity risk management by the Danish Labour Market Supplementary Pension Fund (ATP) for more than a decade. The lessons learned have broadened our understanding of desirable model properties from the practitioner’s point of view and have led to a revision of model components to address accuracy, stability, flexibility, explainability and credibility concerns. This paper serves as an update to the original version published 10 years ago and presents the SAINT model with its modifications and the rationale behind them. The main improvement is the generalization of frailty models from deterministic structures to a flexible class of stochastic models. We show by example how the SAINT framework is used for modelling mortality at ATP and make comparisons to the Lee-Carter model.</p>","PeriodicalId":501189,"journal":{"name":"ASTIN Bulletin: The Journal of the IAA","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138511494","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
期刊
ASTIN Bulletin: The Journal of the IAA
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