ON COMPLEX ECONOMIC SCENARIO GENERATORS: IS LESS MORE?

IF 1.8 3区 经济学 Q2 ECONOMICS
ASTIN Bulletin Pub Date : 2021-08-18 DOI:10.1017/asb.2021.21
Jean‐François Bégin
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引用次数: 1

Abstract

Abstract This article proposes a complex economic scenario generator that nests versions of well-known actuarial frameworks. The generator estimation relies on the Bayesian paradigm and accounts for both model and parameter uncertainty via Markov chain Monte Carlo methods. So, to the question is less more?, we answer maybe, but it depends on your criteria. From an in-sample fit perspective, on the one hand, a complex economic scenario generator seems better. From the conservatism, forecasting and coverage perspectives, on the other hand, the situation is less clear: having more complex models for the short rate, term structure and stock index returns is clearly beneficial. However, that is not the case for inflation and the dividend yield.
关于复杂经济情景的产生因素:少是多?
摘要本文提出了一个复杂的经济情景生成器,该生成器嵌套了多个版本的知名精算框架。发电机估计依赖于贝叶斯范式,并通过马尔可夫链蒙特卡罗方法考虑模型和参数的不确定性。所以,问题是少是多?,我们回答可能,但这取决于你的标准。从样本内拟合的角度来看,一方面,复杂的经济情景生成器似乎更好。另一方面,从保守主义、预测和覆盖的角度来看,情况就不太清楚了:拥有更复杂的短期利率、期限结构和股指回报模型显然是有益的。然而,通胀和股息收益率并非如此。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ASTIN Bulletin
ASTIN Bulletin 数学-数学跨学科应用
CiteScore
3.20
自引率
5.30%
发文量
24
审稿时长
>12 weeks
期刊介绍: ASTIN Bulletin publishes papers that are relevant to any branch of actuarial science and insurance mathematics. Its papers are quantitative and scientific in nature, and draw on theory and methods developed in any branch of the mathematical sciences including actuarial mathematics, statistics, probability, financial mathematics and econometrics.
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