经济理论与经济管理 ›› 2022, Vol. 42 ›› Issue (7): 100-112.

• • 上一篇    

资产定价异象的泛函主成分研究

  

  1. 1   北京第二外国语学院商学院;    2   中国人民大学财政金融学院;    3   中国财政金融政策研究中心;    4   法国马赛大学CERGAM研究中心。
  • 出版日期:2022-07-16 发布日期:2022-08-01
  • 基金资助:
    本文为北京第二外国语学院科研专项项目“资本市场风险因子估计方法及应用研究”(21110013585)研究成果。

A FUNCTIONAL PRINCIPAL COMPONENTS ANALYSIS ON THE ASSET PRICING ANOMALIES

  1. 1 Business School,Beijing International Studies University;
    2 School of Finance,Renmin University of China;
    3 China Financial Policy Research Center,Renmin University of China;
    4 CERGAM,Aix-Marseille University
  • Online:2022-07-16 Published:2022-08-01

摘要: 本文采用泛函主成分法研究我国A股市场中的五种资产定价异象。与传统方法相比,该方法能够分别提取特征变量与期望收益率之间的单调和非单调性关系进行研究。实证结果显示按照资产定价异象指标排序的收益率面板数据包含三个关键成分:第一个主成分代表时序市场因子在横截面上的扩展,与异象效应无关;第二个主成分代表异象的横截面“单调”效应,价值和动量异象的稳健性较差;第三个主成分代表异象的横截面“凸性”效应,与投资者交易行为引起的“分置效应”有关。

关键词: 异象, 资产定价, 风险因子, 泛函主成分分析

Abstract: This paper studies five pricing anomalies in China's Ashare markets based on functional principal components analysis (FPCA)Compared with the conventional approaches,the FPCA approach can accurately extract the monotonic and nonmonotonic relationship between firm characteristics and expected returnsThe empirical results show that the sorted panel data of returns mainly includes three principal components:the first one represents the expansion of market premium in the economic sense,which is independent of all anomaly effectsThe second one represents the crosssectional “monotonic” effect of anomalies,in which the robustness of value and momentum anomalies is weakThe third one represents the crosssectional “convexity” effect of anomalies,which is related to the “dispersion effect” caused by investors/ behavior.

Key words: anomaly, asset pricing, risk factors, functional principal component analysis