Correlation, simulation and uncertainty in catastrophe modeling

D. Lohmann, F. Yue
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引用次数: 10

Abstract

The science of catastrophic risk modeling helps people to understand the physical and financial implications of natural catastrophes (hurricanes, flood, earthquakes, etc.), terrorism, and the risks associated with changes in life expectancy. As such it depends on simulation techniques that integrate multiple disciplines such as meteorology, hydrology, structural engineering, statistics, computer science, financial engineering, actuarial science, and more in virtually every field of technology. In this paper we will explain the techniques and underlying assumptions of building catastrophe models end to end. We especially will pay attention to correlation (spatial and temporal), simulation and uncertainty in each of the various components in the development process. Our Next Generation Simulation Platform will enable clients (insurance and re-insurance companies) to look at their catastrophe risks objectively while at the same time being able to make use of an open model architecture that opens up the infrastructure of risk modeling.
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巨灾模型中的相关性、模拟和不确定性
灾难性风险建模的科学帮助人们理解自然灾害(飓风、洪水、地震等)、恐怖主义以及与预期寿命变化相关的风险的物理和金融含义。因此,它依赖于模拟技术,它集成了气象学、水文学、结构工程、统计学、计算机科学、金融工程、精算科学等多个学科,以及几乎每个技术领域的更多学科。在本文中,我们将解释建立端到端灾难模型的技术和基本假设。我们将特别关注开发过程中各个组成部分的相关性(空间和时间)、模拟和不确定性。我们的下一代仿真平台将使客户(保险和再保险公司)能够客观地看待他们的巨灾风险,同时能够利用开放的模型架构,开放风险建模的基础设施。
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