Sentiment Analysis on English Financial News

被引:6
|
作者
Eremeeva, Guzel Rinatovna [1 ]
Martynova, Ekaterina Vladimirovna [1 ]
Khakimova, Amina Aidarovna [1 ]
Ilikova, Liliya Ernstovna [1 ]
机构
[1] Kazan Fed Univ, Kazan, Russia
关键词
Linguistics; Text; Sentiment Analysis; Polarity Detection;
D O I
10.22055/RALS.2019.15102
中图分类号
H0 [语言学];
学科分类号
030303 ; 0501 ; 050102 ;
摘要
This article is devoted to comparison of various approaches towards sentiment analysis (polarity classification) of the English financial news. The purpose of the work is to check, weather higher quality English texts would have higher classification quality and the links between quality of polarity classification and the architectures of the chosen systems. The approaches, presented on SemEval-2017 competition in the appropriate category of tasks, are taken as the basis. A specially collected dataset is used as the source of English financial news. In the end, a conclusion is made about the relationship between the quality of the source of English financial news and the quality of the news data sentiment analysis, made by the compared systems.
引用
收藏
页码:574 / 582
页数:9
相关论文
共 50 条
  • [41] Sentiment correlation in financial news networks and associated market movements
    Xingchen Wan
    Jie Yang
    Slavi Marinov
    Jan-Peter Calliess
    Stefan Zohren
    Xiaowen Dong
    Scientific Reports, 11
  • [42] Sentiment correlation in financial news networks and associated market movements
    Wan, Xingchen
    Yang, Jie
    Marinov, Slavi
    Calliess, Jan-Peter
    Zohren, Stefan
    Dong, Xiaowen
    SCIENTIFIC REPORTS, 2021, 11 (01)
  • [43] Improving Sentiment Classification from High Volatility Financial News
    Wang, Jenq-Haur
    Huang, Shiang
    33RD ANNUAL ACM SYMPOSIUM ON APPLIED COMPUTING, 2018, : 1790 - 1797
  • [44] Systematic Approach to Quantify Impact of News Sentiment on Financial Markets
    Al Qudah, Islam
    Rabhi, Fethi A.
    PROCEEDINGS OF 2019 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND KNOWLEDGE ECONOMY (ICCIKE' 2019), 2019, : 60 - 65
  • [45] Agent expectations and news sentiment in the dynamics of price in a financial market
    Silver, Steven D.
    REVIEW OF BEHAVIORAL FINANCE, 2024, 16 (05) : 836 - 859
  • [46] Analysing Market Sentiment in Financial News using Lexical Approach
    Im, Tan Li
    San, Phang Wai
    On, Chin Kim
    Alfred, Rayner
    Anthony, Patricia
    2013 IEEE CONFERENCE ON OPEN SYSTEMS (ICOS), 2013, : 145 - +
  • [47] Stock Market Prediction Based on Financial News, Text Data Mining, and Investor Sentiment Analysis
    Henan Institute of Economics and Trade, China
    Int. J. Inf. Syst. Model. Des., 2024, 1
  • [48] Sentiment Analysis of Sinhala News Comments
    Ranathunga, Surangika
    Liyanage, Isuru Udara
    ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING, 2021, 20 (04)
  • [49] Sentiment Analysis in the Ukrainian and Russian News
    Bobichev, Victoria
    Kanishcheva, Olga
    Cherednichenko, Olga
    2017 IEEE FIRST UKRAINE CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (UKRCON), 2017, : 1050 - 1055
  • [50] Sentiment Analysis of Turkish Political News
    Kaya, Mesut
    Fidan, Guven
    Toroslu, Ismail H.
    2012 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY (WI-IAT 2012), VOL 1, 2012, : 174 - 180