What can explain the price, volatility and trading volume of Bitcoin?

被引:194
作者
Aalborg, Halvor Aarhus [1 ]
Molnar, Peter [1 ,2 ]
de Vries, Jon Erik [1 ]
机构
[1] Univ Stavanger, UiS Business Sch, Stavanger, Norway
[2] Univ Econ, Fac Finance & Accounting, Prague, Czech Republic
关键词
Bitcoin; Return; Volatility; Trading volume; Google searches; REALIZED VOLATILITY; EXCHANGE; DYNAMICS; RETURNS;
D O I
10.1016/j.frl.2018.08.010
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We study which variables can explain and predict the return, volatility and trading volume of Bitcoin. The considered variables are return, volatility, trading volume, transaction volume, change in the number of unique Bitcoin addresses, the VIX index and Google searches for "Bitcoin". We use realized volatility calculated from high-frequency data and find that the heterogeneous autoregressive model is suitable for Bitcoin volatility. Trading volume further improves this volatility model. The trading volume of Bitcoin can be predicted from Google searches for "Bitcoin". However, none of the considered variables can predict Bitcoin returns.
引用
收藏
页码:255 / 265
页数:11
相关论文
共 35 条
[1]   Answering the skeptics: Yes, standard volatility models do provide accurate forecasts [J].
Andersen, TG ;
Bollerslev, T .
INTERNATIONAL ECONOMIC REVIEW, 1998, 39 (04) :885-905
[2]  
[Anonymous], FINANCE RES LETT
[3]  
[Anonymous], 2018, WORKING PAPER
[4]   Bitcoins as an investment or speculative vehicle? A first look [J].
Baek, C. ;
Elbeck, M. .
APPLIED ECONOMICS LETTERS, 2015, 22 (01) :30-34
[5]   Can volume predict Bitcoin returns and volatility? A quantiles-based approach [J].
Balcilar, Mehmet ;
Bouri, Elie ;
Gupta, Rangan ;
Roubaud, David .
ECONOMIC MODELLING, 2017, 64 :74-81
[6]  
Baumohl E, 2018, WORKING PAPER
[7]   Bitcoin: Medium of exchange or speculative assets? [J].
Baur, Dirk G. ;
Hong, KiHoon ;
Lee, Adrian D. .
JOURNAL OF INTERNATIONAL FINANCIAL MARKETS INSTITUTIONS & MONEY, 2018, 54 :177-189
[8]   Google searches and stock returns [J].
Bijl, Laurens ;
Kringhaug, Glenn ;
Molnar, Peter ;
Sandvik, Eirik .
INTERNATIONAL REVIEW OF FINANCIAL ANALYSIS, 2016, 45 :150-156
[9]   A comparison of implied and realized volatility in the Nordic power forward market [J].
Birkelund, Ole Henrik ;
Haugom, Erik ;
Molnar, Peter ;
Opdal, Martin ;
Westgaard, Sjur .
ENERGY ECONOMICS, 2015, 48 :288-294
[10]   Price dynamics and speculative trading in bitcoin [J].
Blau, Benjamin M. .
RESEARCH IN INTERNATIONAL BUSINESS AND FINANCE, 2017, 41 :493-499