在过去十年中,是什么决定了比特币的价格?

IF 7.5 1区 经济学 Q1 BUSINESS, FINANCE
Muying Chen , Xinyu Zhang , Yunjie Wei , Shouyang Wang
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引用次数: 0

摘要

我们采用了ICEEMDAN-Van der Waerden Test-Elastic Net三阶段分析方法来分析比特币的价格。我们的研究旨在解释比特币的价格是如何在过去十年的不同发展阶段形成的。我们将比特币从2013年11月1日至2023年12月31日的每日收盘价分割为五个阶段,利用ICEEMDAN方法将其分解为内模态函数,然后使用Van der Waerden测试重建高频,低频和趋势曲线。通过Elastic Net,我们可以确定每个阶段影响高频、低频和趋势曲线的十大因素。我们的研究结果显示,高频曲线、投资者情绪和比特币市场的每日交易频率之间存在很强的相关性。低频曲线的显著上升和下降对应于比特币市场的重要事件或全球政治和经济事件。趋势曲线在决定比特币价格的长期轨迹方面具有决定性作用。从长期来看,我们的分析表明,比特币的价格主要受宏观经济基本面和市场活力的影响。比特币的价格正在演变,从关注内部生产因素转向更多地依赖外部宏观经济因素。在主要资产类别中,比特币与股票的相关性增长最为显著。由于比特币市场活力的增强和比特币发行速度的下降改变了供需动态,比特币的价格在长期内呈上升趋势。此外,我们的研究结果为比特币的投机和避险属性提供了见解。我们的工作还有助于更准确地预测比特币的未来价格。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
What determines Bitcoin's price over the past decade?
We employ a novel three-stage analysis method of ICEEMDAN-Van der Waerden Test-Elastic Net to analyze Bitcoin's price. Our research aims to explain how Bitcoin's price has been formed at different phases of development over the past decade. We have segmented the daily closing price of Bitcoin from November 1, 2013, to December 31, 2023, into five phases, utilizing the ICEEMDAN method to decompose them into intrinsic mode functions, followed by the reconstruction of high-frequency, low-frequency, and trend curves using the Van der Waerden Test. With Elastic Net, we identify the top ten factors impacting the high-frequency, low-frequency, and trend curves during each phase. Our findings reveal a strong correlation between the high-frequency curve, investor sentiment, and daily transaction frequency in the Bitcoin market. The significant rises and falls in the low-frequency curve correspond to important events in the Bitcoin market or global political and economic occurrences. The trend curve is decisive in determining the long-term trajectory of Bitcoin's price. Over the long term, our analysis indicates that Bitcoin's price is influenced predominantly by macroeconomic fundamentals and market vitality. Bitcoin's price is evolving, shifting from focusing on its internal production factors to relying more on external macroeconomic factors. Of the major asset classes, Bitcoin's correlation with stocks has grown the most significantly. Due to Bitcoin's increasing market vitality and the decrease in Bitcoin's issuance speed changing the supply-demand dynamics, Bitcoin's price is on an upward trajectory in the long term. Furthermore, our findings provide insights into Bitcoin's speculative and safe-haven properties. Our work also facilitates more accurate predictions of Bitcoin's future prices.
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来源期刊
CiteScore
10.30
自引率
9.80%
发文量
366
期刊介绍: The International Review of Financial Analysis (IRFA) is an impartial refereed journal designed to serve as a platform for high-quality financial research. It welcomes a diverse range of financial research topics and maintains an unbiased selection process. While not limited to U.S.-centric subjects, IRFA, as its title suggests, is open to valuable research contributions from around the world.
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