Deciphering Public Opinion of Nuclear Energy on Twitter

被引:10
|
作者
Khatua, Aparup [1 ]
Cambria, Erik [1 ]
Ho, Shirley S. [1 ]
Na, Jin Cheon [1 ]
机构
[1] Nanyang Technol Univ, Singapore, Singapore
关键词
nuclear energy; public opinion mining; artificial intelligence; SENTIMENT ANALYSIS; SOCIAL MEDIA;
D O I
10.1109/ijcnn48605.2020.9206903
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper explores nuclear energy-related Twitter discussions as a response to the 2011 Fukushima Nuclear Disaster and the 2017 Nobel Peace Prize won by the International Campaign to Abolish Nuclear Weapons. We have considered a total of 2 million tweets for these two events. In particular, we employed CNN, LSTM, and Bi-LSTM to investigate whether social media users are supportive or cynical about nuclear energy. Our AI algorithms have performed better for polarity detection (accuracy in the range of 90%) with respect to subjectivity detection (accuracy in the range of 75%). We also note that dominant aspects of supporting tweets revolve around concepts like clean energy, lower CO2 emission, and sustainable future. On the contrary, cynical users see nuclear energy as a threat to the environment, human life, and safety.
引用
收藏
页数:8
相关论文
共 50 条
  • [1] NUCLEAR ENERGY AND PUBLIC OPINION
    不详
    [J]. ENERGIE NUCLEAIRE PARIS, 1970, 12 (01): : 21 - &
  • [2] Public opinion about nuclear energy in Lithuania
    Kanapitskas, A.
    Kanapitsiene, R.
    Freytakas, E.
    [J]. SOTSIOLOGICHESKIE ISSLEDOVANIYA, 2008, (11): : 142 - 144
  • [3] Disgust sensitivity and public opinion on nuclear energy
    Hacquin, Anne-Sophie
    Altay, Sacha
    Aaroe, Lene
    Mercier, Hugo
    [J]. JOURNAL OF ENVIRONMENTAL PSYCHOLOGY, 2022, 80
  • [4] NUCLEAR-ENERGY AND THE PUBLIC - AN OPINION POLL ON NUCLEAR-ENERGY BY ALLENSBACH
    不详
    [J]. ATOM & STROM, 1985, 31 (01): : 13 - 15
  • [5] Public opinion testing nuclear energy - Today and tomorrow
    Matanic, R.
    Lebegner, J.
    Jurkovic, I.-A.
    Prah, M.
    [J]. 1600, Hrvatske Elektroprivrede (50):
  • [6] US public opinion and communications about nuclear energy
    Bisconti, AS
    [J]. JOURNAL OF THE ATOMIC ENERGY SOCIETY OF JAPAN, 2004, 46 (05): : 327 - 331
  • [7] NUCLEAR-ENERGY AND PUBLIC OPINION IN WEST GERMANY
    KEMPKEN, M
    [J]. ENERGIE NUCLEAIRE PARIS, 1972, 14 (02): : 134 - &
  • [8] Automatic sentiment analysis of public opinion on nuclear energy
    Xu, Hong
    Tang, Tao
    Zhang, Baorui
    Liu, Yuechan
    [J]. KERNTECHNIK, 2022, 87 (02) : 167 - 175
  • [9] The President Is in: Public Opinion and the Presidential Use of Twitter
    Pain, Paromita
    Chen, Gina Masullo
    [J]. SOCIAL MEDIA + SOCIETY, 2019, 5 (02):
  • [10] The party politics of nuclear energy: Party cues and public opinion regarding nuclear energy in Belgium
    Latre, Edwin
    Thijssen, Peter
    Perko, Tanja
    [J]. ENERGY RESEARCH & SOCIAL SCIENCE, 2019, 47 : 192 - 201