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
收藏
页数:15
相关论文
共 50 条
  • [11] Long memory and regime switching: A simulation study on the Markov regime-switching ARFIMA model
    Shi, Yanlin
    Ho, Kin-Yip
    JOURNAL OF BANKING & FINANCE, 2015, 61 : S189 - S204
  • [12] VALUING EQUITY-LINKED DEATH BENEFITS IN A REGIME-SWITCHING FRAMEWORK
    Siu, Chi Chung
    Yam, Sheung Chi Phillip
    Yang, Hailiang
    ASTIN BULLETIN, 2015, 45 (02): : 355 - 395
  • [13] Intrinsic bubbles and regime-switching
    Driffill, J
    Sola, M
    JOURNAL OF MONETARY ECONOMICS, 1998, 42 (02) : 357 - 373
  • [14] Intra-day and regime-switching dynamics in electricity price formation
    Karakatsani, Nektaria V.
    Bunn, Derek W.
    ENERGY ECONOMICS, 2008, 30 (04) : 1776 - 1797
  • [15] Monetary policy reactions and the exchange rate: a regime-switching structural VAR for Canada
    Lange, Ronald
    INTERNATIONAL REVIEW OF APPLIED ECONOMICS, 2013, 27 (05) : 612 - 632
  • [16] AMERICAN OPTIONS IN REGIME-SWITCHING MODELS
    Boyarchenko, Svetlana
    Levendorskii, Sergei
    SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2009, 48 (03) : 1353 - 1376
  • [17] ADAPTIVE LEARNING IN REGIME-SWITCHING MODELS
    Branch, William A.
    Davig, Troy
    McGough, Bruce
    MACROECONOMIC DYNAMICS, 2013, 17 (05) : 998 - 1022
  • [18] On regime-switching European option pricing
    Kalovwe, Sebastian Kaweto
    Mwaniki, Joseph Ivivi
    Simwa, Richard Onyino
    COGENT ECONOMICS & FINANCE, 2023, 11 (01):
  • [19] Macro risk factors of credit default swap indices in a regime-switching framework
    Chan, Kam Fong
    Marsden, Alastair
    JOURNAL OF INTERNATIONAL FINANCIAL MARKETS INSTITUTIONS & MONEY, 2014, 29 : 285 - 308
  • [20] Building optimal regime-switching portfolios
    Ciciretti, Vito
    Bucci, Andrea
    NORTH AMERICAN JOURNAL OF ECONOMICS AND FINANCE, 2023, 64