Forecasting Bitcoin Futures: A Lasso-BMA Two-Step Predictor Selection for Investment and Hedging Strategies
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DOI: 10.1177/21582440231151652
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- Paolo Pagnottoni & Thomas Dimpfl, 2019.
"Price discovery on Bitcoin markets,"
Digital Finance, Springer, vol. 1(1), pages 139-161, November.
- Pagnottoni, Paolo & Baur, Dirk G. & Dimpfl, Thomas, 2018. "Price Discovery on Bitcoin Markets," IRTG 1792 Discussion Papers 2018-014, Humboldt University of Berlin, International Research Training Group 1792 "High Dimensional Nonstationary Time Series".
- Imran Yousaf & Shoaib Ali, 2020. "Discovering interlinkages between major cryptocurrencies using high-frequency data: new evidence from COVID-19 pandemic," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 6(1), pages 1-18, December.
- Panagiotidis, Theodore & Stengos, Thanasis & Vravosinos, Orestis, 2018.
"On the determinants of bitcoin returns: A LASSO approach,"
Finance Research Letters, Elsevier, vol. 27(C), pages 235-240.
- Theodore Panagiotidis & Thanasis Stengos & Orestis Vravosinos, 2018. "On the determinants of bitcoin returns: a LASSO approach," Working Paper series 18-14, Rimini Centre for Economic Analysis.
- Walther, Thomas & Klein, Tony & Bouri, Elie, 2019.
"Exogenous drivers of Bitcoin and Cryptocurrency volatility – A mixed data sampling approach to forecasting,"
Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 63(C).
- Walther, Thomas & Klein, Tony & Bouri, Elie, 2018. "Exogenous Drivers of Bitcoin and Cryptocurrency Volatility – A Mixed Data Sampling Approach to Forecasting," QBS Working Paper Series 2018/02, Queen's University Belfast, Queen's Business School.
- Sun, Xiaolei & Liu, Mingxi & Sima, Zeqian, 2020. "A novel cryptocurrency price trend forecasting model based on LightGBM," Finance Research Letters, Elsevier, vol. 32(C).
- Shahzad, Syed Jawad Hussain & Bouri, Elie & Ahmad, Tanveer & Naeem, Muhammad Abubakr, 2022. "Extreme tail network analysis of cryptocurrencies and trading strategies," Finance Research Letters, Elsevier, vol. 44(C).
- Weige Huang & Xiang Gao, 2022. "LASSO-based high-frequency return predictors for profitable Bitcoin investment," Applied Economics Letters, Taylor & Francis Journals, vol. 29(12), pages 1079-1083, July.
- Elie Bouri & Konstantinos Gkillas & Rangan Gupta & Christian Pierdzioch, 2021.
"Forecasting Realized Volatility of Bitcoin: The Role of the Trade War,"
Computational Economics, Springer;Society for Computational Economics, vol. 57(1), pages 29-53, January.
- Elie Bouri & Konstantinos Gkillas & Rangan Gupta & Christian Pierdzioch, 2020. "Forecasting Realized Volatility of Bitcoin: The Role of the Trade War," Working Papers 202003, University of Pretoria, Department of Economics.
- Fassas, Athanasios P. & Papadamou, Stephanos & Koulis, Alexandros, 2020. "Price discovery in bitcoin futures," Research in International Business and Finance, Elsevier, vol. 52(C).
- Akanksha Jalan & Roman Matkovskyy & Andrew Urquhart, 2021.
"What effect did the introduction of Bitcoin futures have on the Bitcoin spot market?,"
The European Journal of Finance, Taylor & Francis Journals, vol. 27(13), pages 1251-1281, September.
- Akanksha Jalan & Roman Matkovskyy & Andrew Urquhart, 2021. "What effect did the introduction of Bitcoin futures have on the Bitcoin spot market?," Post-Print hal-03417218, HAL.
- Hattori, Takahiro & Ishida, Ryo, 2021. "Did the introduction of Bitcoin futures crash the Bitcoin market at the end of 2017?," The North American Journal of Economics and Finance, Elsevier, vol. 56(C).
- Lai T. Hoang & Dirk G. Baur, 2020. "Forecasting bitcoin volatility: Evidence from the options market," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 40(10), pages 1584-1602, October.
- Alexander, Carol & Heck, Daniel F., 2020. "Price discovery in Bitcoin: The impact of unregulated markets," Journal of Financial Stability, Elsevier, vol. 50(C).
- Obryan Poyser, 2019. "Exploring the dynamics of Bitcoin’s price: a Bayesian structural time series approach," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 9(1), pages 29-60, March.
- Blau, Benjamin M., 2018.
"Price dynamics and speculative trading in Bitcoin,"
Research in International Business and Finance, Elsevier, vol. 43(C), pages 15-21.
- Blau, Benjamin M., 2017. "Price dynamics and speculative trading in bitcoin," Research in International Business and Finance, Elsevier, vol. 41(C), pages 493-499.
- Pinar Deniz & Thanasis Stengos, 2020. "Cryptocurrency Returns before and after the Introduction of Bitcoin Futures," JRFM, MDPI, vol. 13(6), pages 1-21, June.
- Donglian Ma & Hisashi Tanizaki, 2019. "On the day-of-the-week effects of Bitcoin markets: international evidence," China Finance Review International, Emerald Group Publishing Limited, vol. 9(4), pages 455-478, July.
- Kim, Wonse & Lee, Junseok & Kang, Kyungwon, 2020. "The effects of the introduction of Bitcoin futures on the volatility of Bitcoin returns," Finance Research Letters, Elsevier, vol. 33(C).
- Dirk G. Baur & Thomas Dimpfl, 2019. "Price discovery in bitcoin spot or futures?," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 39(7), pages 803-817, July.
- Bouri, Elie & Gupta, Rangan, 2021.
"Predicting Bitcoin returns: Comparing the roles of newspaper- and internet search-based measures of uncertainty,"
Finance Research Letters, Elsevier, vol. 38(C).
- Elie Bouri & Rangan Gupta, 2019. "Predicting Bitcoin Returns: Comparing the Roles of Newspaper- and Internet Search-Based Measures of Uncertainty," Working Papers 201955, University of Pretoria, Department of Economics.
- Balcilar, Mehmet & Bouri, Elie & Gupta, Rangan & Roubaud, David, 2017.
"Can volume predict Bitcoin returns and volatility? A quantiles-based approach,"
Economic Modelling, Elsevier, vol. 64(C), pages 74-81.
- Mehmet Balcilar & Elie Bouri & Rangan Gupta & David Roubaud, 2017. "Can volume predict Bitcoin returns and volatility? A quantiles-based approach," Post-Print hal-02008551, HAL.
- Pradipta Kumar Sahoo, 2020. "Convergence Patterns In Cryptocurrency Markets: Evidence From Club Convergence," Global Economy Journal (GEJ), World Scientific Publishing Co. Pte. Ltd., vol. 20(04), pages 1-10, December.
- Akyildirim, Erdinc & Corbet, Shaen & Katsiampa, Paraskevi & Kellard, Neil & Sensoy, Ahmet, 2020. "The development of Bitcoin futures: Exploring the interactions between cryptocurrency derivatives," Finance Research Letters, Elsevier, vol. 34(C).
- Jun Deng & Huifeng Pan & Shuyu Zhang & Bin Zou, 2020. "Minimum-variance hedging of Bitcoin inverse futures," Applied Economics, Taylor & Francis Journals, vol. 52(58), pages 6320-6337, December.
- Paresh Kumar Narayan & Stephan Popp, 2010.
"A new unit root test with two structural breaks in level and slope at unknown time,"
Journal of Applied Statistics, Taylor & Francis Journals, vol. 37(9), pages 1425-1438.
- Narayan, Paresh & Popp, Stephan, 2009. "A new unit root test with two structural breaks in level and slope at unknown time," Working Papers eco_2009_11, Deakin University, Department of Economics.
- Bouri, Elie & Lau, Chi Keung Marco & Saeed, Tareq & Wang, Shixuan & Zhao, Yuqian, 2021. "On the intraday return curves of Bitcoin: Predictability and trading opportunities," International Review of Financial Analysis, Elsevier, vol. 76(C).
- Imran Yousaf & Shoaib Ali & Elie Bouri & Anupam Dutta, 2021. "Herding on Fundamental/Nonfundamental Information During the COVID-19 Outbreak and Cyber-Attacks: Evidence From the Cryptocurrency Market," SAGE Open, , vol. 11(3), pages 21582440211, July.
- Corbet, Shaen & Lucey, Brian & Urquhart, Andrew & Yarovaya, Larisa, 2019. "Cryptocurrencies as a financial asset: A systematic analysis," International Review of Financial Analysis, Elsevier, vol. 62(C), pages 182-199.
- Hung, Jui-Cheng & Liu, Hung-Chun & Yang, J. Jimmy, 2021. "Trading activity and price discovery in Bitcoin futures markets," Journal of Empirical Finance, Elsevier, vol. 62(C), pages 107-120.
- Alexander, Carol & Choi, Jaehyuk & Massie, Hamish R.A. & Sohn, Sungbin, 2020. "Price discovery and microstructure in ether spot and derivative markets," International Review of Financial Analysis, Elsevier, vol. 71(C).
- Oliver Entrop & Bart Frijns & Marco Seruset, 2020. "The determinants of price discovery on bitcoin markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 40(5), pages 816-837, May.
- Liu, Ruozhou & Wan, Shanfeng & Zhang, Zili & Zhao, Xuejun, 2020. "Is the introduction of futures responsible for the crash of Bitcoin?," Finance Research Letters, Elsevier, vol. 34(C).
- Corbet, Shaen & Lucey, Brian & Peat, Maurice & Vigne, Samuel, 2018. "Bitcoin Futures—What use are they?," Economics Letters, Elsevier, vol. 172(C), pages 23-27.
- Sebastião, Helder & Godinho, Pedro, 2020. "Bitcoin futures: An effective tool for hedging cryptocurrencies," Finance Research Letters, Elsevier, vol. 33(C).
- Hu, Yang & Hou, Yang Greg & Oxley, Les, 2020. "What role do futures markets play in Bitcoin pricing? Causality, cointegration and price discovery from a time-varying perspective?," International Review of Financial Analysis, Elsevier, vol. 72(C).
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Keywords
Bitcoin; cryptocurrency; futures; LASSO; Bayesian model averaging; return prediction; volatility prediction;All these keywords.
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