Big Data Financial Sentiment Analysis in the European Bond Markets

被引:0
|
作者
Pezzoli, Luca Tiozzo [1 ]
Consoli, Sergio [1 ]
Tosetti, Elisa [1 ]
机构
[1] JRC European Commiss, Ispra, Italy
来源
关键词
Government yield spread; Financial sentiment; Random forest; Quantile regression; LIQUIDITY;
D O I
10.1007/978-3-030-37720-5_10
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We exploit the novel Global Database of Events, Language and Tone (GDELT) to construct news-based financial sentiment measures capturing investor's opinions for three European countries, Italy, Spain and France. We study whether deterioration in investor's sentiment implies a rise in interest rates with respect to their German counterparts. Finally, we look at the link between agents' sentiment and their portfolio exposure on the Italian, French and Spanish markets.
引用
收藏
页码:122 / 126
页数:5
相关论文
共 50 条
  • [1] Big Data: Deep Learning for financial sentiment analysis
    Sohangir S.
    Wang D.
    Pomeranets A.
    Khoshgoftaar T.M.
    Journal of Big Data, 5 (1)
  • [2] Big Data and the Regulation of Financial Markets
    O'Halloran, Sharyn
    Maskey, Sameer
    McAllister, Geraldine
    Park, David K.
    Chen, Kaiping
    PROCEEDINGS OF THE 2015 IEEE/ACM INTERNATIONAL CONFERENCE ON ADVANCES IN SOCIAL NETWORKS ANALYSIS AND MINING (ASONAM 2015), 2015, : 1118 - 1124
  • [3] Big Data Automatic System of Analysis and Trading on Financial Markets
    Rybalchenko, Serhii A.
    2018 IEEE SECOND INTERNATIONAL CONFERENCE ON DATA STREAM MINING & PROCESSING (DSMP), 2018, : 281 - 285
  • [4] BIG DATA AND THE RISE OF MACHINES IN FINANCIAL MARKETS
    Dhar, Vasant
    BIG DATA, 2014, 2 (02) : 65 - 67
  • [5] Financial markets sentiment analysis: developing a specialized Lexicon
    Yekrangi, Mehdi
    Abdolvand, Neda
    JOURNAL OF INTELLIGENT INFORMATION SYSTEMS, 2021, 57 (01) : 127 - 146
  • [6] Financial markets sentiment analysis: developing a specialized Lexicon
    Mehdi Yekrangi
    Neda Abdolvand
    Journal of Intelligent Information Systems, 2021, 57 : 127 - 146
  • [7] SENTIMENT ANALYSIS USING BIG DATA
    Ramanujam, R. Suresh
    Nancyamala, R.
    Nivedha, J.
    Kokila, J.
    2015 INTERNATIONAL CONFERENCE ON COMPUTATION OF POWER, ENERGY, INFORMATION AND COMMUNICATION (ICCPEIC), 2015, : 480 - 484
  • [8] The Impact of the Financial Crisis on Integration of Bond Markets in the European Union
    Cernohorsky, Jan
    Kynclova, Lucie
    PROCEEDINGS OF THE 14TH INTERNATIONAL CONFERENCE ON FINANCE AND BANKING, 2014, : 51 - 60
  • [9] AI, Machine Learning and sentiment analysis applied to financial markets and consumer markets
    Enza Messina
    Christina Erlwein-Sayer
    Gautam Mitra
    Computational Management Science, 2020, 17 : 493 - 494
  • [10] AI, Machine Learning and sentiment analysis applied to financial markets and consumer markets
    Messina, Enza
    Erlwein-Sayer, Christina
    Mitra, Gautam
    COMPUTATIONAL MANAGEMENT SCIENCE, 2020, 17 (04) : 493 - 494