The Predictive Power of Monetary Policy on International Stock Market Returns—Evidence From TV-ARMAX Model

Xiao Li, Wenjun Xue, Kaimeng Zhang
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Abstract

In this paper, we apply the time-varying ARMA model with exogenous variable (TV-ARMAX) to examine the predictive power of monetary policy on international stock returns. This method allows time-varying coefficient estimates and uses time-dependent cumulated variation penalty to filter noisy outlier data points. Based on a wide range of 31 countries, our method robustly outperforms other popular methods including the simple linear-regression model (SLM), the vector autoregression and its variants (VAR, TV-VAR, and VARX) and the ARMA model with exogenous variable (ARMAX).
货币政策对国际股市回报的预测力--来自 TV-ARMAX 模型的证据
本文应用带外生变量的时变 ARMA 模型(TV-ARMAX)来研究货币政策对国际股票回报的预测能力。该方法允许时变系数估计,并使用随时间变化的累积变异惩罚来过滤噪声离群数据点。基于 31 个国家的广泛数据,我们的方法稳健地优于其他流行方法,包括简单线性回归模型(SLM)、向量自回归及其变体(VAR、TV-VAR 和 VARX)以及带外生变量的 ARMA 模型(ARMAX)。
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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