DE eng

Search in the Catalogues and Directories

Hits 1 – 7 of 7

1
COVID-19 and cyberbullying: deep ensemble model to identify cyberbullying from code-switched languages during the pandemic
In: Multimed Tools Appl (2022)
Abstract: It has been declared by the World Health Organization (WHO) the novel coronavirus a global pandemic due to an exponential spread in COVID-19 in the past months reaching over 100 million cases and resulting in approximately 3 million deaths worldwide. Amid this pandemic, identification of cyberbullying has become a more evolving area of research over posts or comments in social media platforms. In multilingual societies like India, code-switched texts comprise the majority of the Internet. Identifying the online bullying of the code-switched user is bit challenging than monolingual cases. As a first step towards enabling the development of approaches for cyberbullying detection, we developed a new code-switched dataset, collected from Twitter utterances annotated with binary labels. To demonstrate the utility of the proposed dataset, we build different machine learning (Support Vector Machine & Logistic Regression) and deep learning (Multilayer Perceptron, Convolution Neural Network, BiLSTM, BERT) algorithms to detect cyberbullying of English-Hindi (En-Hi) code-switched text. Our proposed model integrates different hand-crafted features and is enriched by sequential and semantic patterns generated by different state-of-the-art deep neural network models. Initial experimental results of the proposed deep ensemble model on our code-switched data reveal that our approach yields state-of-the-art results, i.e., 0.93 in terms of macro-averaged F1 score. The dataset and codes of the present study will be made publicly available on the paper’s companion repository [https://github.com/95sayanta/COVID-19-and-Cyberbullying].
Keyword: 1209: Recent Advances on Social Media Analytics and Multimedia Systems: Issues and Challenges
URL: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8742666/
https://doi.org/10.1007/s11042-021-11601-9
BASE
Hide details
2
Incorporating deep visual features into multiobjective based multi-view search results clustering
In: Mitra, Sayantan, Hasanuzzaman, Mohammed orcid:0000-0003-1838-0091 , Saha, Sriparna and Way, Andy orcid:0000-0001-5736-5930 (2018) Incorporating deep visual features into multiobjective based multi-view search results clustering. In: 27th International Conference on Computational Linguistics, 20-26 Aug 2018, Santa Fe, NM, USA. (2018)
BASE
Show details
3
Temporal orientation of tweets for predicting income of users
In: Hasanuzzaman, Mohammed orcid:0000-0003-1838-0091 , Kamila, Sabyasachi, Kaur, Mandeep, Saha, Sriparna and Ekbal, Asif (2017) Temporal orientation of tweets for predicting income of users. In: 55th Annual Meeting of the Association for Computational Linguistics, 30 Jul - 4 Aug 2017, Vancouver, Canada. (2017)
BASE
Show details
4
Multi-Objective Search Results Clustering
In: 25th International Conference on Computational Linguistics (COLING 2014) ; https://hal.archives-ouvertes.fr/hal-01077207 ; 25th International Conference on Computational Linguistics (COLING 2014), Aug 2014, dublin, Ireland. pp.99 - 108 (2014)
BASE
Show details
5
Multiobjective optimization for classifier ensemble and feature selection: an application to named entity recognition
In: International journal on document analysis and recognition. - Berlin ; Heidelberg : Springer 15 (2012) 2, 143-166
OLC Linguistik
Show details
6
Classifier ensemble selection using genetic algorithm for named entity recognition
In: Research on language and computation. - London : King's College 8 (2010) 1, 73-99
BLLDB
OLC Linguistik
Show details
7
A new point symmetry based fuzzy genetic clustering technique for automatic evolution of clusters
In: Information sciences. - New York, NY : Elsevier Science Inc. 179 (2009) 19, 3230-3246
OLC Linguistik
Show details

Catalogues
0
0
3
0
0
0
0
Bibliographies
1
0
0
0
0
0
0
0
0
Linked Open Data catalogues
0
Online resources
0
0
0
0
Open access documents
4
0
0
0
0
© 2013 - 2024 Lin|gu|is|tik | Imprint | Privacy Policy | Datenschutzeinstellungen ändern