Identification of Donald Trump's Tweets Using Machine Learning

被引:0
|
作者
Ahmad, Lina [1 ]
Al-Mousa, Amjed [1 ]
机构
[1] Princess Sumaya Univ Technol, Comp Engn Dept, Amman, Jordan
关键词
machine learning; text analysis; Twitter; Trump; randomforest classifier; multinomial Naive Bayes classifier; support vector classifier;
D O I
10.1109/SSD52085.2021.9429330
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The current president of the United States of America, Donald Trump, is well known for his active Twitter account where he shares his personal daily thoughts using the Twitter handle '@realDonaldTrump'. This paper presents the use of classical machine learning techniques in an attempt to analyze Trump's use of words. Afterward, multiple steps of data preprocessing are applied to build a dictionary of definitive words Trump continuously uses, subsequently feeding this dictionary to a number of machine learning models to correctly classify a tweet as written by Trump or not. The accurate result this project has produced proves that Donald Trump has developed a certain pattern of word usage in what he chooses to criticize or shed light upon.
引用
收藏
页码:655 / 660
页数:6
相关论文
共 50 条
  • [31] Donald Trump in Power: Discourse, Performativity, Identification
    Venizelos, Giorgos
    CRITICAL SOCIOLOGY, 2023, 49 (4-5) : 647 - 667
  • [32] Donald Trump's Asia Policy
    Dittmer, Lowell
    EAST ASIAN POLICY, 2019, 11 (03) : 82 - 95
  • [33] Donald Trump's Hate-In
    Lalami, Laila
    NATION, 2016, 302 (10) : 10 - 11
  • [34] Crisis, Rhetoric and Right-Wing Populist Incumbency: An Analysis of Donald Trump's Tweets and Press Briefings
    Lacatus, Corina
    Meibauer, Gustav
    GOVERNMENT AND OPPOSITION, 2023, 58 (02) : 249 - 267
  • [35] INSULTS SPEAK LOUDER THAN WORDS: DONALD TRUMP'S TWEETS THROUGH THE LENS OF THE SPEECH ACT OF INSULTING
    Spago, Dzemal
    Maslo, Adi
    Spago-Cumurija, Edina
    FOLIA LINGUISTICA ET LITTERARIA, 2019, (27): : 139 - 159
  • [36] DONALD TRUMP'S CHINESE BET
    Chervaux, Maxime
    ESPRIT, 2020, (10) : 13 - 16
  • [37] Did Donald Trump's tweets on Sino-US Trade affect the offshore RMB exchange rate?
    Zhou, Wen
    FINANCE RESEARCH LETTERS, 2023, 58
  • [38] The illegality of Donald Trump's wall
    Becerra Ramirez, Manuel
    ANUARIO MEXICANO DE DERECHO INTERNACIONAL, 2020, 20 : 723 - 753
  • [39] Donald Trump and the white-male dissonance machine
    Page, Sam
    Dittmer, Jason
    POLITICAL GEOGRAPHY, 2016, 54 : 76 - 78
  • [40] Detection of Hate Tweets using Machine Learning and Deep Learning
    Ketsbaia, Lida
    Issac, Biju
    Chen, Xiaomin
    2020 IEEE 19TH INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS (TRUSTCOM 2020), 2020, : 751 - 758