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Mitigating digital market risk with conventional, green, and Islamic bonds: Fresh insights from new hybrid deep learning models

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  • Ghaemi Asl, Mahdi
  • Ben Jabeur, Sami
  • Goodell, John W.
  • Omri, Anis

Abstract

We examine the impact of conventional, green, and Islamic bonds on the long-term memory of cryptocurrency market risk. Utilizing a time-varying parameter vector autoregressive deep learning model, we integrate time-varying parameter vector autoregressive methods with advanced deep learning sequence modeling architectures, including temporal convolutional network, gated recurrent unit, and long short-term memory for December 18, 2017, to April 19, 2024. Results indicate that incorporating all fixed-income securities reduces digital market risk. However, conventional and green bonds have a particularly strong impact on improving the long-term memory of digital market risk, while this is not the case for Sukuk.

Suggested Citation

  • Ghaemi Asl, Mahdi & Ben Jabeur, Sami & Goodell, John W. & Omri, Anis, 2024. "Mitigating digital market risk with conventional, green, and Islamic bonds: Fresh insights from new hybrid deep learning models," Finance Research Letters, Elsevier, vol. 68(C).
    • Handle: RePEc:eee:finlet:v:68:y:2024:i:c:s1544612324009929
    DOI: 10.1016/j.frl.2024.105962
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    1. Le, TN-Lan & Abakah, Emmanuel Joel Aikins & Tiwari, Aviral Kumar, 2021. "Time and frequency domain connectedness and spill-over among fintech, green bonds and cryptocurrencies in the age of the fourth industrial revolution," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    2. Bouteska, Ahmed & Sharif, Taimur & Abedin, Mohammad Zoynul, 2023. "Volatility spillovers and other dynamics between cryptocurrencies and the energy and bond markets," The Quarterly Review of Economics and Finance, Elsevier, vol. 92(C), pages 1-13.
    3. Chatziantoniou, Ioannis & Gabauer, David, 2021. "EMU risk-synchronisation and financial fragility through the prism of dynamic connectedness," The Quarterly Review of Economics and Finance, Elsevier, vol. 79(C), pages 1-14.
    4. Sitara Karim & Muhammad Abubakr Naeem & Nawazish Mirza & Jessica Paule-Vianez, 2022. "Quantifying the hedge and safe-haven properties of bond markets for cryptocurrency indices," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 23(2), pages 191-205, January.
    5. Ali, Fahad & Khurram, Muhammad Usman & Sensoy, Ahmet & Vo, Xuan Vinh, 2024. "Green cryptocurrencies and portfolio diversification in the era of greener paths," Renewable and Sustainable Energy Reviews, Elsevier, vol. 191(C).
    6. Ghaemi Asl, Mahdi & Raheem, Ibrahim D. & Rashidi, Muhammad Mahdi, 2023. "Do stochastic risks flow between industrial and precious metals, Islamic stocks, green bonds, green stocks, clean investments, major foreign exchange rates, and Bitcoin?," Resources Policy, Elsevier, vol. 86(PA).
    7. Syed Jawad Hussain Shahzad & Chaker Aloui & Rania Jammazi & Muhammad Shahbaz, 2019. "Are Islamic bonds a good safe haven for stocks? Implications for portfolio management in a time-varying regime-switching copula framework," Applied Economics, Taylor & Francis Journals, vol. 51(3), pages 219-238, January.
    8. Sheenan, Lisa, 2023. "Green bonds, conventional bonds and geopolitical risk," Finance Research Letters, Elsevier, vol. 58(PC).
    9. Zhao, Mingguo & Park, Hail, 2024. "Quantile time-frequency spillovers among green bonds, cryptocurrencies, and conventional financial markets," International Review of Financial Analysis, Elsevier, vol. 93(C).
    10. Cunado, Juncal & Chatziantoniou, Ioannis & Gabauer, David & de Gracia, Fernando Perez & Hardik, Marfatia, 2023. "Dynamic spillovers across precious metals and oil realized volatilities: Evidence from quantile extended joint connectedness measures," Journal of Commodity Markets, Elsevier, vol. 30(C).
    11. Soni, Rajat Kumar & Nandan, Tanuj & Sawarn, Ujjawal, 2024. "Investment modeling between energy futures and responsible investment," Research in International Business and Finance, Elsevier, vol. 70(PB).
    12. Serena Ng & Pierre Perron, 2001. "LAG Length Selection and the Construction of Unit Root Tests with Good Size and Power," Econometrica, Econometric Society, vol. 69(6), pages 1519-1554, November.
    13. Basse, Tobias & Karmani, Majdi & Rjiba, Hatem & Wegener, Christoph, 2023. "Does adhering to the principles of green finance matter for stock valuation? Evidence from testing for (co-)explosiveness," Energy Economics, Elsevier, vol. 123(C).
    14. Ahmed, Habib & Elsayed, Ahmed H., 2019. "Are Islamic and conventional capital markets decoupled? Evidence from stock and bonds/sukuk markets in Malaysia," The Quarterly Review of Economics and Finance, Elsevier, vol. 74(C), pages 56-66.
    15. Elsayed, Ahmed H. & Billah, Mabruk & Goodell, John W. & Hadhri, Sinda, 2024. "Examining connections between the fourth industrial revolution and energy markets," Energy Economics, Elsevier, vol. 133(C).
    16. Fama, Eugene F, 1970. "Efficient Capital Markets: A Review of Theory and Empirical Work," Journal of Finance, American Finance Association, vol. 25(2), pages 383-417, May.
    17. repec:eme:mfppss:v:42:y:2016:i:7:p:656-679 is not listed on IDEAS
    18. Zhong, Yufei & Chen, Xuesheng & Wang, Chengfang & Wang, Zhixian & Zhang, Yuchen, 2023. "The hedging performance of green bond markets in China and the U.S.: Novel evidence from cryptocurrency uncertainty," Energy Economics, Elsevier, vol. 128(C).
    19. Shahzad, Syed Jawad Hussain & Bouri, Elie & Roubaud, David & Kristoufek, Ladislav & Lucey, Brian, 2019. "Is Bitcoin a better safe-haven investment than gold and commodities?," International Review of Financial Analysis, Elsevier, vol. 63(C), pages 322-330.
    20. Edward F. McQuarrie, 2024. "Stocks for the Long Run? Sometimes Yes, Sometimes No," Financial Analysts Journal, Taylor & Francis Journals, vol. 80(1), pages 12-28, January.
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