利用时变copula模型对印尼基于收入的农作物保险赔付进行建模

Atina Ahdika, D. Rosadi, A. R. Effendie, Gunardi
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引用次数: 2

摘要

农作物保险是一项有潜力发展的业务,特别是在有农业基础的国家。在这种类型的保险中,损失可以定义为由于作物产量或价格而导致的收入不足。本文的目的是通过对作物产量和价格的时变联结来建立基于收入的农业损失的变异性模型,并估计基于收入的作物保险的赔偿。该分析采用静态和时变的正态和阿基米德联结模型来模拟作物产量和价格之间的依赖关系结构。各边际变量采用ARIMA模型建模。提出了一种简单的基于收入的农作物保险损失与赔偿估计算法。农作物保险是一项有潜力发展的业务,特别是在有农业基础的国家。在这种类型的保险中,损失可以定义为由于作物产量或价格而导致的收入不足。本文的目的是通过对作物产量和价格的时变联结来建立基于收入的农业损失的变异性模型,并估计基于收入的作物保险的赔偿。该分析采用静态和时变的正态和阿基米德联结模型来模拟作物产量和价格之间的依赖关系结构。各边际变量采用ARIMA模型建模。提出了一种简单的基于收入的农作物保险损失与赔偿估计算法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modeling indemnity of revenue-based crop insurance in Indonesia using time-varying copula models
Crop insurance is a potential business line to develop, especially in countries with agricultural bases. In such type of insurance, a loss can be defined as a lack of revenue resulted from the crop yield or the price. The purpose of this paper is to model the variability of revenue-based agricultural losses through the implementation of time-varying copula towards crop yield and price, and to estimate the indemnity of the revenue-based crop insurance. The analysis employs both static and time-varying Normal and Archimedean copula to model the structure of dependency between crop yield and price. Each marginal variable is modeled using ARIMA model. A simple algorithm is proposed to estimate revenue-based losses and indemnity of the revenue-based crop insurance.Crop insurance is a potential business line to develop, especially in countries with agricultural bases. In such type of insurance, a loss can be defined as a lack of revenue resulted from the crop yield or the price. The purpose of this paper is to model the variability of revenue-based agricultural losses through the implementation of time-varying copula towards crop yield and price, and to estimate the indemnity of the revenue-based crop insurance. The analysis employs both static and time-varying Normal and Archimedean copula to model the structure of dependency between crop yield and price. Each marginal variable is modeled using ARIMA model. A simple algorithm is proposed to estimate revenue-based losses and indemnity of the revenue-based crop insurance.
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