IDEAS home Printed from https://ideas.repec.org/a/kap/compec/v65y2025i6d10.1007_s10614-024-10691-5.html

Characteristics of RMB Internationalization and Stock Market Co-movement Between China and RCEP Countries: An Analysis Based on Kernel PCA and SV-TVP-SVAR Model

Author

Listed:
  • Ke Huang

    (Nanning University
    Guangxi University
    Guangxi University)

  • Zuominyang Zhang

    (Guangxi University)

  • Yakun Wang

    (Nanning University)

Abstract

This paper uses the stock market indexes of RCEP member countries, and uses the relatively novel kernel PCA method in machine learning to improve the stock market absorption rate index (Kernel PCA Absorption Ratio, KAR index), which can describe the co-movement and changing characteristics of the stock indexes of various countries. Further, we study the impact of the deepening of RMB internationalization on the degree of co-movement in the stock markets of RCEP member countries. The study found that a sharp rise in the KAR index, which reflects the level of co-movement, often indicates that the stock markets of RCEP countries are about to fall sharply. After a sharp decline in the KAR index, it usually corresponds to a sharp rise in the stock market. The internationalization of the RMB has a significant impact on the co-movement of the stock markets of RCEP countries. The higher the degree of RMB internationalization, the lower the coordination between China and RCEP member countries, reflecting that the RMB acts as a “stabilizer” in the process of being accepted by the international market. In the short term, when the degree of RMB internationalization decreases, the synergy between the stock markets of China and RCEP countries will increase, and the systemic risks will converge and the impact will persist. The findings of this paper have important implications for monitoring systemic risk management in transnational stock markets and risk hedging in transnational portfolios.

Suggested Citation

  • Ke Huang & Zuominyang Zhang & Yakun Wang, 2025. "Characteristics of RMB Internationalization and Stock Market Co-movement Between China and RCEP Countries: An Analysis Based on Kernel PCA and SV-TVP-SVAR Model," Computational Economics, Springer;Society for Computational Economics, vol. 65(6), pages 3945-3969, June.
  • Handle: RePEc:kap:compec:v:65:y:2025:i:6:d:10.1007_s10614-024-10691-5
    DOI: 10.1007/s10614-024-10691-5
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10614-024-10691-5
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10614-024-10691-5?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Obstfeld, Maurice, 1994. "Risk-Taking, Global Diversification, and Growth," American Economic Review, American Economic Association, vol. 84(5), pages 1310-1329, December.
    2. Solnik, B H, 1974. "The International Pricing of Risk: An Empirical Investigation of the World Capital Market Structure," Journal of Finance, American Finance Association, vol. 29(2), pages 365-378, May.
    3. Jouchi Nakajima, 2011. "Time-Varying Parameter VAR Model with Stochastic Volatility: An Overview of Methodology and Empirical Applications," Monetary and Economic Studies, Institute for Monetary and Economic Studies, Bank of Japan, vol. 29, pages 107-142, November.
    4. Michael P. Dooley & J. Saul Lizondo & Donald J. Mathieson, 1989. "The Currency Composition of Foreign Exchange Reserves," IMF Staff Papers, Palgrave Macmillan, vol. 36(2), pages 385-434, June.
    5. Girton, Lance & Roper, Don E, 1981. "Theory and Implications of Currency Substitution," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 13(1), pages 12-30, February.
    6. Billio, Monica & Getmansky, Mila & Lo, Andrew W. & Pelizzon, Loriana, 2012. "Econometric measures of connectedness and systemic risk in the finance and insurance sectors," Journal of Financial Economics, Elsevier, vol. 104(3), pages 535-559.
    7. Kaminsky, Graciela L. & Reinhart, Carmen M., 2000. "On crises, contagion, and confusion," Journal of International Economics, Elsevier, vol. 51(1), pages 145-168, June.
    8. Hamilton, James D, 1989. "A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle," Econometrica, Econometric Society, vol. 57(2), pages 357-384, March.
    9. Dowd, Kevin & Greenaway, David, 1993. "Currency Competition, Network Externalities and Switching Costs: Towards an Alternative View of Optimum Currency Areas," Economic Journal, Royal Economic Society, vol. 103(420), pages 1180-1189, September.
    10. Roman Horvath & Petr Poldauf, 2012. "International Stock Market Comovements: What Happened during the Financial Crisis?," Global Economy Journal (GEJ), World Scientific Publishing Co. Pte. Ltd., vol. 12(1), pages 1-21, March.
    11. Cox, John C & Ingersoll, Jonathan E, Jr & Ross, Stephen A, 1985. "An Intertemporal General Equilibrium Model of Asset Prices," Econometrica, Econometric Society, vol. 53(2), pages 363-384, March.
    12. Cuadro-Sáez, Lucía & Fratzscher, Marcel & Thimann, Christian, 2009. "The transmission of emerging market shocks to global equity markets," Journal of Empirical Finance, Elsevier, vol. 16(1), pages 2-17, January.
    13. Hwang, Eugene & Min, Hong-Ghi & Kim, Bong-Han & Kim, Hyeongwoo, 2013. "Determinants of stock market comovements among US and emerging economies during the US financial crisis," Economic Modelling, Elsevier, vol. 35(C), pages 338-348.
    14. Kyungsoo Kim & Chi-Young Song, 2010. "Foreign Exchange Liberalization and Its Implications: The case of the Korean Won," Palgrave Macmillan Books, in: Wensheng Peng & Chang Shu (ed.), Currency Internationalization: Global Experiences and Implications for the Renminbi, chapter 4, pages 78-111, Palgrave Macmillan.
    15. Kee Tuan Teng & Siew Hwa Yen & Soo Y. Chua & Hooi Hooi Lean, 2016. "Time-Varying Linkages of Economic Activities in China and the Stock Markets in ASEAN-5," Contemporary Economics, Vizja University, vol. 10(2), June.
    16. Tatiana Didier & Inessa Love & María Soledad Martínez Pería, 2012. "What explains comovement in stock market returns during the 2007–2008 crisis?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 17(2), pages 182-202, April.
    17. Kapinos, Pavel & Kishor, N. Kundan & Ma, Jun, 2022. "Dynamic comovement among banks, systemic risk, and the macroeconomy," Journal of Banking & Finance, Elsevier, vol. 138(C).
    18. Marco Del Negro & Giorgio E. Primiceri, 2015. "Time Varying Structural Vector Autoregressions and Monetary Policy: A Corrigendum," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 82(4), pages 1342-1345.
    19. Kristin J. Forbes & Roberto Rigobon, 2002. "No Contagion, Only Interdependence: Measuring Stock Market Comovements," Journal of Finance, American Finance Association, vol. 57(5), pages 2223-2261, October.
    20. Chien, Mei-Se & Lee, Chien-Chiang & Hu, Te-Chung & Hu, Hui-Ting, 2015. "Dynamic Asian stock market convergence: Evidence from dynamic cointegration analysis among China and ASEAN-5," Economic Modelling, Elsevier, vol. 51(C), pages 84-98.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Chen, Na & Jin, Xiu, 2020. "Industry risk transmission channels and the spillover effects of specific determinants in China’s stock market: A spatial econometrics approach," The North American Journal of Economics and Finance, Elsevier, vol. 52(C).
    2. McLemore, Ping & Mihov, Atanas & Sanz, Leandro, 2022. "Global banks and systemic risk: The dark side of country financial connectedness," Journal of International Money and Finance, Elsevier, vol. 129(C).
    3. Lumengo Bonga-Bonga & Zinzile Lorna Ndiweni, 2025. "Contagion or Decoupling? Evidence from Emerging Stock Markets," Risks, MDPI, vol. 13(9), pages 1-20, August.
    4. Rajan Sruthi & Santhakumar Shijin, 2020. "Investigating liquidity constraints as a channel of contagion: a regime switching approach," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 6(1), pages 1-21, December.
    5. Mardi Dungey & Rene Fry & Vance L. Martin, 2006. "Correlation, Contagion, and Asian Evidence," Asian Economic Papers, MIT Press, vol. 5(2), pages 32-72, Spring/Su.
    6. Tai, Chu-Sheng, 2004. "Looking for risk premium and contagion in Asia-Pacific foreign exchange markets," International Review of Financial Analysis, Elsevier, vol. 13(4), pages 381-409.
    7. Wu, Jinyan & Wang, Yajun, 2025. "The measurement of financialization and its dynamic relevance with the real economy growth: A TVP-VAR analysis," International Review of Financial Analysis, Elsevier, vol. 106(C).
    8. Boyao Wu & Difang Huang & Muzi Chen, 2023. "Estimating contagion mechanism in global equity market with time‐zone effect," Financial Management, Financial Management Association International, vol. 52(3), pages 543-572, September.
    9. Creel, Jérôme & Hubert, Paul, 2015. "Has Inflation Targeting Changed The Conduct Of Monetary Policy?," Macroeconomic Dynamics, Cambridge University Press, vol. 19(1), pages 1-21, January.
    10. Boyao Wu & Difang Huang & Muzi Chen, 2024. "Estimating Contagion Mechanism in Global Equity Market with Time-Zone Effect," Papers 2404.04335, arXiv.org.
    11. Aliyu, Shehu Usman Rano, 2020. "What have we learnt from modelling stock returns in Nigeria: Higgledy-piggledy?," MPRA Paper 110382, University Library of Munich, Germany, revised 06 Jun 2021.
    12. Akhtaruzzaman, Md & Shamsuddin, Abul, 2016. "International contagion through financial versus non-financial firms," Economic Modelling, Elsevier, vol. 59(C), pages 143-163.
    13. Korkmaz, Turhan & Cevik, Emrah Ismail & Gurkan, Serhan, 2010. "Testing the international capital asset pricing model with Markov switching model in emerging markets," MPRA Paper 71481, University Library of Munich, Germany, revised 2010.
    14. Vance L. Martin & Mardi Dungey, 2007. "Unravelling financial market linkages during crises," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(1), pages 89-119.
    15. Kalemli-Ozcan, Sebnem & Papaioannou, Elias & Peydró, José-Luis, 2013. "Financial regulation, financial globalization, and the synchronization of economic activity," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 68(3), pages 1179-1228.
    16. Roberto Casarin & Domenico Sartore & Marco Tronzano, 2018. "A Bayesian Markov-Switching Correlation Model for Contagion Analysis on Exchange Rate Markets," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 36(1), pages 101-114, January.
    17. Raddant, Matthias & Kenett, Dror Y., 2021. "Interconnectedness in the global financial market," Journal of International Money and Finance, Elsevier, vol. 110(C).
    18. Chen, Yanhua & Li, Youwei & Pantelous, Athanasios A. & Stanley, H. Eugene, 2022. "Short-run disequilibrium adjustment and long-run equilibrium in the international stock markets: A network-based approach," International Review of Financial Analysis, Elsevier, vol. 79(C).
    19. Baumöhl, Eduard & Bouri, Elie & Hoang, Thi-Hong-Van & Shahzad, Syed Jawad Hussain & Výrost, Tomáš, 2020. "Increasing systemic risk during the Covid-19 pandemic: A cross-quantilogram analysis of the banking sector," EconStor Preprints 222580, ZBW - Leibniz Information Centre for Economics.
    20. Fernández-Rodríguez, Fernando & Gómez-Puig, Marta & Sosvilla-Rivero, Simón, 2016. "Using connectedness analysis to assess financial stress transmission in EMU sovereign bond market volatility," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 43(C), pages 126-145.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:kap:compec:v:65:y:2025:i:6:d:10.1007_s10614-024-10691-5. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.