Is Stock BBS Content Correlated with the Stock Market?-A Japanese Case

被引:3
|
作者
Maruyama, Ken [1 ]
Umehara, Eiichi [2 ]
Suwa, Hirohiko [3 ]
Ohta, Toshizumi [3 ]
机构
[1] Next Solut Inc, Tokyo, Japan
[2] Nomura Res Inst, Tokyo, Japan
[3] Univ Electrocommun, Grad Sch Informat Syst, Tokyo, Japan
来源
2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9 | 2009年
关键词
stock market; stock BBS; support vector machine; natural language processing; machine learning; NOISE; TALK;
D O I
10.1109/ICSMC.2009.5346768
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We analyze the relations between the stock market and a stock bulletin board system (BBS) in Japan. Previous studies in the USA found that the characteristics of messages posted on stock BBSs can predict market volatility and trading volume. We develop hypotheses based on the results of those analyses and apply statistical analysis to the data about companies mentioned in a large number of messages posted on the Yahoo! stock message board in Japan in 2005-2006. We analyze the contents of these messages using natural language processing. We find a significant correlation between the number of postings and market volatility and trading volume, and also find significant correlation between the amount of bullish and bearish opinion and the stock return.
引用
收藏
页码:4601 / +
页数:2
相关论文
共 50 条
  • [21] Stock-Pred: The LSTM Prophet of the Stock Market
    Costa, Thiago Figueiredo
    da Cruz, Andre Rodrigues
    OPTIMIZATION, LEARNING ALGORITHMS AND APPLICATIONS, OL2A 2022, 2022, 1754 : 293 - 308
  • [22] Inflation and stock market growth: the case of IPO withdrawal
    Jamaani, Fouad
    Alawadhi, Abdullah M.
    INTERNATIONAL JOURNAL OF EMERGING MARKETS, 2023,
  • [23] Macroeconomic shocks and stock market returns: the case of Korea
    Yang, Eunsun
    Kim, Sunghyun Henry
    Kim, Maria H.
    Ryu, Doojin
    APPLIED ECONOMICS, 2018, 50 (07) : 757 - 773
  • [24] Econometric Analysis of Stock Market Performance during COVID-19 Pandemic: A Case Study of Uzbekistan Stock Market
    Eshov, Mansur
    Osamy, Walid
    Aziz, Ahmed
    Khedr, Ahmed M.
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2021, 12 (04) : 197 - 204
  • [25] The influence of rumors in the stock market: a case study with Petrobras
    da Cruz, Fabio Marques
    Soares de Filgueiras Gomes, Maria Yeda Falcao
    TRANSINFORMACAO, 2013, 25 (03): : 187 - 193
  • [26] Prediction Models for Indian Stock Market
    Nayak, Aparna
    Pai, M. M. Manohara
    Pai, Radhika M.
    TWELFTH INTERNATIONAL CONFERENCE ON COMMUNICATION NETWORKS, ICCN 2016 / TWELFTH INTERNATIONAL CONFERENCE ON DATA MINING AND WAREHOUSING, ICDMW 2016 / TWELFTH INTERNATIONAL CONFERENCE ON IMAGE AND SIGNAL PROCESSING, ICISP 2016, 2016, 89 : 441 - 449
  • [27] Stock Market Random Forest-Text Mining System Mining Critical Indicators of Stock Market Movements
    Elagamy, Mazen Nabil
    Stanier, Clare
    Sharp, Bernadette
    2018 2ND INTERNATIONAL CONFERENCE ON NATURAL LANGUAGE AND SPEECH PROCESSING (ICNLSP), 2018, : 27 - 34
  • [28] Japanese and Chinese Stock Market Behaviour in Comparison - an analysis of dynamic networks
    Schuenemann, Jan-Hendrik
    Ribberink, Natalia
    Katenka, Natallia
    ASIA PACIFIC MANAGEMENT REVIEW, 2020, 25 (02) : 99 - 110
  • [30] The impact of attention heterogeneity on stock market in the era of big data
    Deng, Shiming
    Liu, Peipei
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (Suppl 3): : S6157 - S6170