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卡尔曼滤波在非寿险未决赔款准备金估算中的应用 被引量:2

Application of Kalman Filter in Estimating No-life Outstanding Claims Reserving
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摘要 在历史数据缺乏和数据质量较低的情况下,非寿险公司应用传统的准备金估计方法常存在估计精度不高的问题。本文通过状态空间来描述非寿险赔付过程,应用卡尔曼滤波来估计状态空间的转换参数,并分别预测损失频率和损失程度从而动态地估计未决赔款准备金。实证分析表明,在历史数据较少和存在错误数据的情况下,本方法对改善未决赔款准备金的估计是有效的。 Because of insufficient historical data and less reliable data, the traditional methods of estimating reserving in non-life insurance companies lack accuracy. By using state-space to describe the process of no-life claims and Kalman filter to estimate the conversion parameters of state-space, this article forecasts the severities and frequencies of claims respectively and then 'estimates the reserves of the outstanding claims in a dynamic way. The empirical results show that this method is effective in improving the traditional estimation method of outstanding claims reserves.
作者 陈迪红 陈睿
出处 《系统工程》 CSCD 北大核心 2009年第1期77-81,共5页 Systems Engineering
基金 国家社会科学基金资助项目(08BJY159)
关键词 未决赔款准备金 状态空间 卡尔曼滤波 Outstanding Claims Reserver State Space Kalman Filter
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