A flexible regime-switching framework for foreign exchange dynamics

被引:0
|
作者
Feng, Qihui [1 ]
Lee, Kiseop [1 ]
Leung, Tim [2 ]
机构
[1] Purdue Univ, Dept Stat, W Lafayette, IN 47907 USA
[2] UNIV WASHINGTON, Dept Appl Math, Seattle, WA USA
关键词
Regime switching; Exchange rate; MAXIMUM-LIKELIHOOD; TIME-SERIES; MARKOV;
D O I
10.1108/SEF-08-2024-0510
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
PurposeThis paper proposes a flexible regime-switching framework to model the dynamics of foreign exchange (FX) rates.Design/methodology/approachIn their approach, the FX rate dynamics may switch between two different models. Specifically, this paper consider the regime-switching Ornstein-Uhlenbeck (RSOU), regime-switching Brownian Motion (RSBM) and regime-switching Brownian Motion - Ornstein-Uhlenbeck (RSBMOU) models, where the model parameters are modulated by a hidden Markov chain over time. This paper apply an Expectation-Maximization (EM) algorithm along with filtering and smoothing techniques.FindingsUsing over two decades of historical FX data, this paper show the effectiveness of our approach and illustrate how the regime varies over time through economic cycles and major financial crises.Originality/valueThis paper consider a RSOU model and a RSBMOU model to study the behavior of FX rates. To calibrate model parameters, this paper apply the EM algorithm along with time series filtering and smoothing techniques. To their knowledge, parameter estimation via the EM algorithm has not been applied to both models. This paper proceed to compare the outcomes obtained from both models and this paper show that both models are good fits for FX rate data.
引用
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页数:15
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