Supervised sentiment analysis of political messages in Spanish: Real-time classification of tweets based on machine learning

被引:21
作者
Arcila-Calderon, Carlos [1 ]
Ortega-Mohedano, Felix [1 ]
Jimenez-Amores, Javier [1 ]
Trullenque, Sofia [1 ]
机构
[1] Univ Salamanca, Fac Ciencias Sociales, Campus Miguel Unamuno,Edificio FES Av Francisco, Salamanca 37007, Spain
来源
PROFESIONAL DE LA INFORMACION | 2017年 / 26卷 / 05期
关键词
Supervised sentiment analysis; Political opinion; Twitter; Machine learning; Big data; Political tweets; BIG DATA;
D O I
10.3145/epi.2017.sep.18
中图分类号
G2 [信息与知识传播];
学科分类号
05 ; 0503 ;
摘要
This article describes and evaluates the application of the supervised sentiment analysis in political communication through a real-time classifier of political opinions in Spanish tweets using machine learning techniques, both on a local computer and using distributed computing for big data problems. We describe the associated emerging methods and techniques and analyze the opportunities that these innovations represent for political communication.
引用
收藏
页码:973 / 982
页数:10
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