Stock-bond Yield Correlation Analysis based on Natural Language Processing

被引:0
|
作者
Xu, Yueyue [1 ]
Kong, Ying [1 ]
Lin, Jianwu [1 ]
机构
[1] Tsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Shenzhen, Peoples R China
关键词
correlation strength; news; natural language processing; grey relation analysis; discounted cash flow; MARKET; RETURNS; DETERMINANTS; COMOVEMENTS;
D O I
10.1109/INDIN45523.2021.9557369
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
U.S. Treasury yield rates are the most important reference for global asset pricing and usually affect the stock market. Therefore, research on the correlation between China's core asset valuation and Treasury yield rates is becoming more and more important. The current statistical measurement methods have shortcomings such as the short period of market variables, low frequency, and inability to observe indicators of different countries in real-time. News, as information that reflects the public's attention and cognition, directly affects investors' stock trading behavior in the short term and has timeliness. We construct Correlation Strength by News (CSN) index for the first time to measure the correlation strength between treasury yield rates and the stock market from the perspective of media attention. The proposed method effectively solves the problem of the traditional method, such as the lack of data update timeliness and forecasting effectiveness. The capability of the index as an alternative variable of the correlation degree between the treasury yield rates and the stock market is verified.
引用
收藏
页数:6
相关论文
共 50 条
  • [11] Smooth transition patterns in the realized stock-bond correlation
    Aslanidis, Nektarios
    Christiansen, Charlotte
    JOURNAL OF EMPIRICAL FINANCE, 2012, 19 (04) : 454 - 464
  • [12] Multiscale stock-bond correlation: Implications for risk management
    Al Rababa'a, Abdel Razzaq
    Alomari, Mohammad
    McMillan, David
    RESEARCH IN INTERNATIONAL BUSINESS AND FINANCE, 2021, 58
  • [13] Uncertainty Due to Infectious Diseases and Stock-Bond Correlation
    Gkillas, Konstantinos
    Konstantatos, Christoforos
    Siriopoulos, Costas
    ECONOMETRICS, 2021, 9 (02)
  • [14] Quantiles of the realized stock-bond correlation and links to the macroeconomy
    Aslanidis, Nektarios
    Christiansen, Charlotte
    JOURNAL OF EMPIRICAL FINANCE, 2014, 28 : 321 - 331
  • [15] Does fiscal policy matter for stock-bond return correlation?
    Li, Erica X. N.
    Zha, Tao
    Zhang, Ji
    Zhou, Hao
    JOURNAL OF MONETARY ECONOMICS, 2022, 128 : 20 - 34
  • [16] The stock-bond correlation and macroeconomic conditions: One and a half centuries of evidence
    Yang, Jian
    Zhou, Yinggang
    Wang, Zijun
    JOURNAL OF BANKING & FINANCE, 2009, 33 (04) : 670 - 680
  • [17] Flights and contagion-An empirical analysis of stock-bond correlations
    Baur, Dirk G.
    Lucey, Brian M.
    JOURNAL OF FINANCIAL STABILITY, 2009, 5 (04) : 339 - 352
  • [18] Impact of financial market uncertainty and macroeconomic factors on stock-bond correlation in emerging markets
    Dimic, Nebojsa
    Kiviaho, Jarno
    Piljak, Vanja
    Aijo, Janne
    RESEARCH IN INTERNATIONAL BUSINESS AND FINANCE, 2016, 36 : 41 - 51
  • [19] The asymmetric dynamics of stock-bond liquidity correlation in China: The role of macro-financial determinants*
    Pan, Beier
    ECONOMIC MODELLING, 2023, 124
  • [20] MACRO FACTOR, MARKET VOLATILITY, AND STOCK-BOND CORRELATION: A DYNAMIC MIXED DATA SAMPLING FORECAST
    Chen, Qian
    Gao, Xiang
    Chen, Chen
    Tian, Shuairu
    Hamori, Shigeyuki
    SINGAPORE ECONOMIC REVIEW, 2022,