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Research Article

What determines bitcoin liquidity? A penalized regression approach

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References

  • Abdi, F., and A. Ranaldo. 2017. “A Simple Estimation of bid-ask Spreads from Daily Close, High and Low Prices.” The Review of Financial Studies 30 (12): 4437–255 4480. doi:10.1093/rfs/hhx084.
  • Anciaux, H., C. Desagre, N. Nicaise, and M. Petitjean. 2021. “Liquidity co-movements and Volatility Regimes in Cryptocurrencies.” Available at SSRN: https://ssrn.com/abstract=3769309or10.2139/ssrn.3769309
  • Baker, S. R., N. Bloom, and S. J. Davis. 2016. “Measuring Economic Policy Uncertainty.” The Quarterly Journal of Economics 131 (4): 1593–1636. doi:10.1093/qje/qjw024.
  • Baker, S. R., N. Bloom, S. J. Davis, and T. Renault (2021). “Twitter-derived Measures of Economic Uncertainty.” (Working paper, May). Available at https://www.policyuncertainty.com/media/Twitter_Uncertainty_5_13_2021.pdf
  • Becker, K. G., J. E. Finnerty, and A. L. Tucker. 1992. “The Intraday Interdependence Structure between U.S. and Japanese Equity Markets.” The Journal of Financial Research 15 (1): 27–37. doi:10.1111/j.1475-6803.1992.tb00784.x.
  • Będowska-Sójka, B., T. Hinc, and A. Kliber (2020). “Volatility and Liquidity in Cryptocurrency markets—The Causality Approach.” In: K. Jajuga, L.-J. H, L. Orlowski, and K. Staehr (eds) Contemporary Trends and Challenges in Finance. Springer Proceedings in Business and Economics. Springer, Cham. 10.1007/978-3-030-43078-8_3
  • Belloni, A., D. Chen, V. Chernozhukov, and C. Hansen. 2012. “Sparse Models and Methods for Optimal Instruments with an Application to Eminent Domain.” Econometrica 80 (6): 2369–2429. doi:10.3982/ECTA9626.
  • Belloni, A., V. Chernozhukov, and Y. Wei. 2016. “Post-selection Inference for Generalized Linear Models with Many Controls.” Journal of Business and Economic Statistics 34 (4): 606–619. doi:10.1080/07350015.2016.1166116.
  • Brauneis, A., R. Mestel, R. Riordan, and E. Theissen. 2021a. “How to Measure the Liquidity of Cryptocurrency Markets?” Journal of Banking and Finance 124: 106041. doi:10.1016/j.jbankfin.2020.106041.
  • Brauneis, A., R. Mestel, and E. Theissen. 2021b. “What Drives the Liquidity of Cryptocurrencies? A long-term Analysis.” Finance Research Letters 39: 101537. doi:10.1016/j.frl.2020.101537.
  • Caporale, G. M., W.-Y. Kang, F. Spagnolo, and N. Spagnolo. 2020. “Non-linearities, Cyber Attacks and Cryptocurrencies.” Finance Research Letters 32: 101297. doi:10.1016/j.frl.2019.09.012.
  • Chernozhukov, V., C. Hansen, and M. Spindler. 2015a. “Valid post-selection and post-regularization Inference: An Elementary, General Approach.” Annual Review of Economics 7 (1): 649–688. doi:10.1146/annurev-economics-012315-015826.
  • Chernozhukov, V., C. Hansen, and M. Spindler. 2015b. “Post-selection and post-regularization Inference in Linear Models with Many Controls and Instruments.” American Economic Review 105 (5): 486–490. doi:10.1257/aer.p20151022.
  • Choi, H. 2021. “Investor Attention and Bitcoin Liquidity: Evidence from Bitcoin Tweets.” Finance Research Letters 39: 101555. doi:10.1016/j.frl.2020.101555.
  • Corbet, S., D. J. Cumming, B. M. Lucey, M. Peat, and S. A. Vigne. 2020. “The Destabilising Effects of Cryptocurrency Cybercriminality.” Economics Letters 191: 108741. doi:10.1016/j.econlet.2019.108741.
  • Corbet, S., Y. G. Hou, Y. Hu, C. Larkin, B. Lucey, and L. Oxley. 2021. “Cryptocurrency Liquidity and Volatility Interrelationships during the COVID-19 Pandemic.” Finance Research Letters 102137. doi:10.1016/j.frl.2021.102137.
  • Corwin, S. A., and P. Schultz. 2012. “A Simple Way to Estimate bid-ask Spreads from Daily High and Low Prices.” The Journal of Finance 67 (2): 719–760. doi:10.1111/j.1540-6261.2012.01729.x.
  • Dimpfl, T., and K. Mäckle. 2020. “Dry as the Desert? on the Liquidity of a Bitcoin Exchange.” Available at SSRN: https://ssrn.com/abstract=3713041or10.2139/ssrn.3713041
  • Eross, A., F. McGroarty, A. Urquhart, and S. Wolfe. 2019. “The Intraday Dynamics of Bitcoin.” Research in International Business and Finance 49: 71–81. doi:10.1016/j.ribaf.2019.01.008.
  • Fan, J., and R. Li. 2001. “Variable Selection via Nonconcave Penalized Likelihood and Its Oracle Properties.” Journal of the American Statistical Association 96 (456): 1348–1360. doi:10.1198/016214501753382273.
  • Fink, C., and T. Johann. 2014. “Bitcoin Markets.” Available at SSRN: https://ssrn.com/abstract=2408396or10.2139/ssrn.2408396
  • Forbes, K. J., and R. Rigobon. 2002. “No Contagion, Only Interdependence: Measuring Stock Market Comovements.” The Journal of Finance 57 (5): 2223–2261. doi:10.1111/0022-1082.00494.
  • Huang, Y., and P. Luk. 2020. “Measuring Economic Policy Uncertainty in China.” China Economic Review 59: 101367. doi:10.1016/j.chieco.2019.101367.
  • Lee, S., N. El Meslmani, and L. N. Switzer. 2020. “Pricing Efficiency and Arbitrage in the Bitcoin Spot and Futures Markets.” Research in International Business and Finance 53: 10120. doi:10.1016/j.ribaf.2020.101200.
  • Lyócsa, Š., P. Molnár, T. Plíhal, and M. Širaňová. 2020. “Impact of Macroeconomic News, Regulation and Hacking Exchange Markets on the Volatility of Bitcoin.” Journal of Economic Dynamics & Control 119: 103980. doi:10.1016/j.jedc.2020.103980.
  • Manahov, V. 2021. “Cryptocurrency Liquidity during Extreme Price Movements: Is There a Problem with Virtual Money?” Quantitative Finance 21 (2): 341–360. doi:10.1080/14697688.2020.1788718.
  • Marshall, B. R., N. H. Nguyen, and N. Visaltanachoti. 2019. “Bitcoin Liquidity.” Available at SSRN: https://ssrn.com/abstract=3194869orr39/ssrn.3194869
  • Nadarajah, S., H. N. Duong, S. Ali, B. Liu, and A. Huang. 2021. “Stock Liquidity and Default Risk around the World.” Journal of Financial Markets 55: 100597. doi:10.1016/j.finmar.2020.100597.
  • Ofori, I. K., C. Quaidoo, and P. E. Ofori. 2021. “What Drives Financial Sector Development in Africa? Insights from Machine Learning.” Applied Artificial Intelligence 35 (15): 2124–2156. doi:10.1080/08839514.2021.1999597.
  • Quang, B. N., T.-H. Le, and C. N. Phuc. 2020. “Influences of Uncertainty on the Returns and Liquidity of Cryptocurrencies: Evidence from a Portfolio Approach.” International Journal of Finance and Economics. doi:10.1002/ijfe.2283.
  • Scharnowski, S. 2021. “Understanding Bitcoin Liquidity.” Finance Research Letters 38: 101477. doi:10.1016/j.frl.2020.101477.
  • Tibshirani, R. 1996. “Regression Shrinkage and Selection via the LASSO.” Journal of the Royal Statistical Society. Series B, Statistical Methodology 58 (1): 267–288. https://www.jstor.org/stable/2346178.
  • Tripathi, A., A. Dixit, and Vipul. 2022. Liquidity Commonality in the Cryptocurrency Market 54 (5): 1727–1741. Applied Economics. 10.1080/00036846.2021.1982128
  • Yang, J., and Y. Zhou. 2013. “Credit Risk Spillovers Among Financial Institutions Around the Global Credit Crisis: Firm-Level Evidence.” Management Science 59 (10): 2343–2359. doi:10.1287/mnsc.2013.1706.
  • Yao, S., A. Sensoy, D. K. Nguyen, and T. Li (2021). “Investor Attention and Cryptocurrency Market Liquidity: A Double-Edged Sword.” Working Paper.
  • Yue, W., S. Zhang, and Q. Zhang. 2021. “Asymmetric News Effects on Cryptocurrency Liquidity: An Event Study Perspective.” Finance Research Letters 41: 101799. doi:10.1016/j.frl.2020.101799.
  • Zhang, S., and A. Gregoriou. 2020. “The Price and Liquidity Impact of China Forbidding Initial Coin Offerings on the Cryptocurrency Market.” Applied Economics Letters 27 (20): 1695–1698. doi:10.1080/13504851.2020.1713979.
  • Zou, H., and T. Hastie. 2005. “Regularization and Variable Selection via the Elastic Net.” Journal of the Royal Statistical Society. Series B, Statistical Methodology 67 (2): 301–320. doi:10.1111/j.1467-9868.2005.00503.x.
  • Zou, H. 2006. “The Adaptive LASSO and Its Oracle Properties.” Journal of the American Statistical Association 101 (476): 1418–1429. doi:10.1198/016214506000000735.

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