TELKOMNIKA Telecommunication, Computing, Electronics and Control
Analysis sentiment about islamophobia when Christchurch attack on social media
Dublin Core
Title
TELKOMNIKA Telecommunication, Computing, Electronics and Control
Analysis sentiment about islamophobia when Christchurch attack on social media
Analysis sentiment about islamophobia when Christchurch attack on social media
Subject
Christchurch attack, Islamophobia, Naïve Bayes, SMOTE, SVM, VADER
Description
Islamophobia is formed by "Islam" with "-phobia" which means "fear of
Islam". This shows the view of Islam as "other" and can threaten Western
culture. The recent horrific terror attack that took place at the Christchurch mosque in New Zealand, is the result of allowing an attitude of hatred towards Islam in the West. Twitter is social media that allows users send real-time messages and can be used for sentiment analysis because it has a large amount of data. The lexical based method using VADER is used for automatic labeling of crawling data from Twitter. And then compare supervised machine learning Naïve Bayes and SVM algorithm. Addition of SMOTE for imbalanced data. As result, SVM with SMOTE is proven the highest performance value and short processing time.
Islam". This shows the view of Islam as "other" and can threaten Western
culture. The recent horrific terror attack that took place at the Christchurch mosque in New Zealand, is the result of allowing an attitude of hatred towards Islam in the West. Twitter is social media that allows users send real-time messages and can be used for sentiment analysis because it has a large amount of data. The lexical based method using VADER is used for automatic labeling of crawling data from Twitter. And then compare supervised machine learning Naïve Bayes and SVM algorithm. Addition of SMOTE for imbalanced data. As result, SVM with SMOTE is proven the highest performance value and short processing time.
Creator
Windu Gata, Achmad Bayhaqy
Source
DOI: 10.12928/TELKOMNIKA.v18i4.14179
Publisher
Universitas Ahmad Dahlan
Date
August 2020
Contributor
Sri Wahyuni
Rights
ISSN: 1693-6930
Relation
http://journal.uad.ac.id/index.php/TELKOMNIKA
Format
PDF
Language
English
Type
Text
Coverage
TELKOMNIKA Telecommunication, Computing, Electronics and Control
Files
Collection
Citation
Windu Gata, Achmad Bayhaqy, “TELKOMNIKA Telecommunication, Computing, Electronics and Control
Analysis sentiment about islamophobia when Christchurch attack on social media,” Repository Horizon University Indonesia, accessed September 20, 2024, https://repository.horizon.ac.id/items/show/3949.
Analysis sentiment about islamophobia when Christchurch attack on social media,” Repository Horizon University Indonesia, accessed September 20, 2024, https://repository.horizon.ac.id/items/show/3949.