Sentiment disagreement and bitcoin price fluctuations: a psycholinguistic approach

被引:16
作者
Ahn, Yongkil [1 ]
Kim, Dongyeon [2 ]
机构
[1] Natl Taiwan Normal Univ, Coll Management, 31 Shida Rd, Taipei 10645, Taiwan
[2] Korea Adv Inst Sci & Technol, Coll Business, Seoul, South Korea
关键词
Bitcoin; computational linguistics; attention; disagreement; TEXTUAL ANALYSIS; STOCK; FINANCE; OPINION; IMPACT; USER;
D O I
10.1080/13504851.2019.1619013
中图分类号
F [经济];
学科分类号
02 ;
摘要
We investigate the extent to which Bitcoin price fluctuations are associated with investors' sentiment disagreement. We employ three textual sentiment analysis techniques: 1) a Python library offered by the Computational Linguistics and Psycholinguistics Research Center; 2) Loughran and McDonald's (2011) dictionary; and 3) semantic orientation by the point-wise mutual information method. The results show that investors' attention and sentiment disagreement induce extremely high volatility and jumps in Bitcoin prices. These findings complement existing studies on how investors' sentiment manifests in asset prices.
引用
收藏
页码:412 / 416
页数:5
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