统计研究2024,Vol.41Issue(2) :77-86.DOI:10.19343/j.cnki.11-1302/c.2024.02.007

Nelson-Siegel模型中的时变载荷因子及其对提高经济形势预测的重要作用

Time-varying Loading Factor in Nelson-Siegel Model and Its Important Role in Improving Economic Situation Prediction

张靖泽 沈根祥
统计研究2024,Vol.41Issue(2) :77-86.DOI:10.19343/j.cnki.11-1302/c.2024.02.007

Nelson-Siegel模型中的时变载荷因子及其对提高经济形势预测的重要作用

Time-varying Loading Factor in Nelson-Siegel Model and Its Important Role in Improving Economic Situation Prediction

张靖泽 1沈根祥2
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作者信息

  • 1. 中泰证券股份有限公司博士后科研工作站
  • 2. 上海财经大学经济学院
  • 折叠

摘要

现有文献中Nelson-Siegel模型大多将载荷因子λ提前固定为常数或作为待估静态参数,较少考虑载荷因子λ的时变化.本文基于得分驱动时变参数建模方法,在状态空间模型框架内考虑时变载荷因子λ,构建GAS-λ-DNS模型,并提取相应时变载荷因子.结果显示,时变载荷因子λt呈现出极强的波动性,同时与经济周期密切相关;将时变载荷因子λt应用于预测工业产出增速,发现载荷因子相比于传统宏观预测因子具有额外增量信息,引入λt可以显著提高模型预测精度.本文结论对Nelson-Siegel利率期限结构建模和宏观经济预测因子选取具有参考价值.

Abstract

In general,the relevant literature of Nelson-Siegel models makes the loading factor λ a constant in advance or a static parameter to be estimated,and the time variation of the loading factor is rarely considered.Based on the score-driven time-varying parameter modeling method,we give the loading factor time-varying under the state space model,then construct GAS-λ-DNS model.The results show that the time-varying loading factor λt has high volatility and is closely related to the economic cycle.When the time-varying loading factor λt is used to predict the growth rate of industrial output,it is found that the loading factor has additional incremental information compared with the traditional macro predictors and λt can significantly improve the prediction accuracy of the models.The conclusion of this paper has reference value for Nelson-Siegel interest rate term structure modeling and the selection of macroeconomic predictors.

关键词

动态Nelson-Siegel模型/GAS模型/时变载荷因子/宏观经济预测

Key words

Dynamic Nelson-Siegel Model/GAS Model/Time-varying Loading Factor/Macroeconomic Prediction

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基金项目

国家社会科学基金青年项目(19CJL041)

出版年

2024
统计研究
中国统计学会,国家统计局统计科学研究所

统计研究

CSTPCDCSSCICHSSCD北大核心
影响因子:2.019
ISSN:1002-4565
参考文献量24
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