Detecting cyberbullying in Spanish texts through deep learning techniques

被引:0
作者
Cumba-Armijos, Paul [1 ]
Riofrio-Luzcando, Diego [1 ]
Rodriguez-Arboleda, Veronica [1 ]
Carrion-Jumbo, Joe [1 ]
机构
[1] SEK Int Univ, Digital Sch, Quito, Pichincha, Ecuador
关键词
cyberbullying; deep learning; convolutional neuronal network; Spanish; social networks; SENTIMENT ANALYSIS; MEDIA;
D O I
10.1504/IJDMMM.2022.10045289
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Recent recollected data suggests that it is possible to automatically detect events that may negatively affect the most vulnerable parts of our society, by using any communication technology like social networks or messaging applications. This research consolidates and prepares a corpus with Spanish bullying expressions taken from Twitter in order to use them as an input to train a convolutional neuronal network through deep learning techniques. As a result of this training, a predictive model was created, which can identify Spanish cyberbullying expressions such as insults, racism, homophobic attacks, and so on.
引用
收藏
页码:234 / 247
页数:15
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