TY - JOUR
T1 - Verbal Aggressions Detection in Mexican Tweets
AU - Huerta-Velasco, Daniel Abraham
AU - Calvo, Hiram
N1 - Publisher Copyright:
© 2022 Instituto Politecnico Nacional. All rights reserved.
PY - 2022
Y1 - 2022
N2 - Verbal aggressions are a struggle that a great number of social media users have to face daily. Some users take advantage of the anonymity that social media give them and offend a person, a group of people, or a concept. The majority of proposals which pretend to detect aggressive comments on social media handle it as a classification problem. Although there are a lot of techniques to face this problem in English, there is a lack of proposals in Spanish. In this work, we propose using several Spanish lexicons which have a collection of words that have been weighted according to different criteria like affective, dimensional, and emotional values. In addition to them, structural values, word embeddings and one-hot codification were taken into account.
AB - Verbal aggressions are a struggle that a great number of social media users have to face daily. Some users take advantage of the anonymity that social media give them and offend a person, a group of people, or a concept. The majority of proposals which pretend to detect aggressive comments on social media handle it as a classification problem. Although there are a lot of techniques to face this problem in English, there is a lack of proposals in Spanish. In this work, we propose using several Spanish lexicons which have a collection of words that have been weighted according to different criteria like affective, dimensional, and emotional values. In addition to them, structural values, word embeddings and one-hot codification were taken into account.
KW - Mexican Spanish tweets
KW - Spanish lexical resources
KW - sentiment analysis
KW - text classification
UR - http://www.scopus.com/inward/record.url?scp=85130737501&partnerID=8YFLogxK
U2 - 10.13053/CyS-26-1-4169
DO - 10.13053/CyS-26-1-4169
M3 - Artículo
AN - SCOPUS:85130737501
SN - 1405-5546
VL - 26
SP - 261
EP - 269
JO - Computacion y Sistemas
JF - Computacion y Sistemas
IS - 1
ER -