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AuthorKumari, Kirti
AuthorSingh, Jyoti Prakash
AuthorDwivedi, Yogesh Kumar
AuthorRana, Nripendra Pratap
Available date2023-06-08T10:03:03Z
Publication Date2021-04-24
Publication NameSoft Computing
Identifierhttp://dx.doi.org/10.1007/s00500-021-05817-y
CitationKumari, K., Singh, J. P., Dwivedi, Y. K., & Rana, N. P. (2021). Bilingual Cyber-aggression detection on social media using LSTM autoencoder. Soft Computing, 25, 8999-9012.
ISSN1432-7643
URIhttps://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85105131419&origin=inward
URIhttp://hdl.handle.net/10576/44208
AbstractCyber-aggression is an offensive behaviour attacking people based on race, ethnicity, religion, gender, sexual orientation and other traits. It has become a major issue plaguing the online social media. In this research, we have developed a deep learning-based model to identify different levels of aggression (direct, indirect and no aggression) in a social media post in a bilingual scenario. The model is an autoencoder built using the LSTM network and trained with non-aggressive comments only. Any aggressive comment (direct or indirect) will be regarded as an anomaly to the system and will be marked as Overtly (direct) or Covertly (indirect) aggressive comment depending on the reconstruction loss by the autoencoder. The validation results on the dataset from two popular social media sites: Facebook and Twitter with bilingual (English and Hindi) data outperformed the current state-of-the-art models with improvements of more than 11% on the test sets of the English dataset and more than 6% on the test sets of the Hindi dataset.
Languageen
PublisherSpringer Nature
SubjectAutoencoder
Cyber-aggression
Cyberbullying
Long Short-Term Memory
Online social networks
TitleBilingual Cyber-aggression detection on social media using LSTM autoencoder
TypeArticle
Pagination8999-9012
Issue Number14
Volume Number25
ESSN1433-7479
dc.accessType Abstract Only


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