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We present a general approach to the pricing of products in finance and insurance in the multi-period setting. It is a combination of the utility indifference pricing and optimal intertemporal risk allocation. We give a characterization of…

证券定价 · 定量金融 2008-12-02 Kei Fukuda , Akihiko Inoue , Yumiharu Nakano

The use of bonus-malus systems in compulsory liability automobile insurance is a worldwide applied method for premium pricing. If certain assumptions hold, like the conditional Poisson distribution of the policyholders claim number, then an…

应用统计 · 统计学 2012-03-06 Miklós Arató , László Martinek

At the core of insurance business lies classification between risky and non-risky insureds, actuarial fairness meaning that risky insureds should contribute more and pay a higher premium than non-risky or less-risky ones. Actuaries,…

机器学习 · 统计学 2022-12-27 Vincent Grari , Arthur Charpentier , Marcin Detyniecki

Traditionally, the detection of fraudulent insurance claims relies on business rules and expert judgement which makes it a time-consuming and expensive process (\'Oskarsd\'ottir et al., 2022). Consequently, researchers have been examining…

机器学习 · 计算机科学 2024-10-08 Bavo D. C. Campo , Katrien Antonio

We consider the insurance company as a physical system which is immersed in its environment (the financial market). The insurer company interacts with the market by exchanging the money through the payments for loss claims and receiving the…

统计力学 · 物理学 2008-12-10 Amir H. Darooneh

This paper tackles challenges in pricing and revenue projections due to consumer uncertainty. We propose a novel data-based approach for firms facing unknown consumer type distributions. Unlike existing methods, we assume firms only observe…

理论经济学 · 经济学 2024-05-28 Duarte Gonçalves , Bruno A. Furtado

Equity risk premium is a central component of every risk and return model in finance and a key input to estimate costs of equity and capital in both corporate finance and valuation. An article by Damodaran examines three broad approaches…

证券定价 · 定量金融 2019-03-20 Enzo Busseti

The paper provides an algorithm for the risk estimation when a company selects an outsourcing service provider for innovation product. Calculations are based on expert surveys conducted among customers and among providers of outsourcing.…

综合金融 · 定量金融 2016-03-18 Ekaterina Sorokina

This paper develops a dynamic equilibrium model of the insurance market that jointly characterizes insurers' underwriting, investment, recapitalization, and dividend policies under model uncertainty and financial frictions. Competitive…

风险管理 · 定量金融 2026-03-20 Bingzheng Chen , Jan Dhaene , Chun Liu , Shunzhi Pang

In this paper, a novel cyber-insurance model design is proposed based on system risk evaluation with smart technology applications. The cyber insurance policy for power systems is tailored via cyber risk modeling, reliability impact…

计算机科学与博弈论 · 计算机科学 2024-03-20 Pikkin Lau , Lingfeng Wang , Wei Wei , Zhaoxi Liu , Chee-Wooi Ten

Due to the presence of reporting and settlement delay, claim data sets collected by non-life insurance companies are typically incomplete, facing right censored claim count and claim severity observations. Current practice in non-life…

风险管理 · 定量金融 2023-02-10 Jonas Crevecoeur , Katrien Antonio , Stijn Desmedt , Alexandre Masquelein

The estimation of risk measures recently gained a lot of attention, partly because of the backtesting issues of expected shortfall related to elicitability. In this work we shed a new and fundamental light on optimal estimation procedures…

风险管理 · 定量金融 2017-08-25 Marcin Pitera , Thorsten Schmidt

It has been for a long time to use big data of autonomous vehicles for perception, prediction, planning, and control of driving. Naturally, it is increasingly questioned why not using this big data for risk management and actuarial…

风险管理 · 定量金融 2021-09-16 Jiamin Yu

Traditional insurance pricing relies on risk-based principles that ensure actuarial fairness and solvency but do not explicitly account for policyholders' price sensitivity. We formulate insurance pricing as a decision-making problem and…

机器学习 · 统计学 2026-05-29 Sascha Günther , Dimitri Semenovich , Mario V. Wüthrich

Generalized linear models (GLMs) using a regression procedure to fit relationships between predictor and target variables are widely used in automobile insurance data. Here, in the process of ratemaking and in order to compute the premiums…

应用统计 · 统计学 2016-06-02 J. M. Pérez-Sánchez , E. Gómez-Déniz

The prediction of future insurance claims based on observed risk factors, or covariates, help the actuary set insurance premiums. Typically, actuaries use parametric regression models to predict claims based on the covariate information.…

统计方法学 · 统计学 2026-04-14 Mostafa Shams Esfand Abadi , Kaushik Ghosh

Predictive modeling in healthcare continues to be an active actuarial research topic as more insurance companies aim to maximize the potential of Machine Learning approaches to increase their productivity and efficiency. In this paper, the…

机器学习 · 计算机科学 2023-11-27 Ugochukwu Orji , Elochukwu Ukwandu

Rate change calculations in the literature involve deterministic methods that measure the change in premium for a given policy. The definition of rate change as a statistical parameter is proposed to address the stochastic nature of the…

投资组合管理 · 定量金融 2018-10-26 Roland R. Ramsahai

Recent transformative and disruptive advancements in the insurance industry have embraced various InsurTech innovations. In particular, with the rapid progress in data science and computational capabilities, InsurTech is able to integrate a…

风险管理 · 定量金融 2024-01-31 Zhiyu Quan , Changyue Hu , Panyi Dong , Emiliano A. Valdez

Survival models are used in various fields, such as the development of cancer treatment protocols. Although many statistical and machine learning models have been proposed to achieve accurate survival predictions, little attention has been…

机器学习 · 计算机科学 2020-03-26 Hrushikesh Loya , Pranav Poduval , Deepak Anand , Neeraj Kumar , Amit Sethi