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Sentiment analysis of controversial topics on Pakistan's Twitter user-base

Published: 18 November 2016 Publication History

Abstract

Twitter has largely become a central online social network for arguments on various global controversial topics. Detecting and analysing such topics could prove to be beneficial in understanding the sentiments of trending topics in developing regions. In this paper, we perform a systematic sentiment study of trending controversial topics on Pakistan's Twitter user-base. From the data collected we build retweet graphs, partition graphs into communities, measure community influence, and label the communities as 'for' or 'against' per topic. To the best of our knowledge this is the first work to categorise and study sentiments attached to controversial topics in a developing region.

References

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Garimella, K., De Francisci Morales, G., Gionis, A., and Mathioudakis, M. Quantifying controversy in social media. In Proceedings of the Ninth ACM International Conference on Web Search and Data Mining (New York, NY, USA, 2016), WSDM '16, ACM, pp. 33--42.
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Kumar, D. Media, War and Propaganda: Strategies of Information Management during the 2003 Iraq War. Communication and Critical/Cultural Studies 3, 1 (2006), 48--69.
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Natarajan, N., Sen, P., and Chaoji, V. Community Detection in Content-sharing Social Networks. In Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (New York, NY, USA, 2013), ASONAM '13, ACM, pp. 82--89.
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Parkin, R. Identifying Influencers with Social Network Analysis. http://www.facegroup.com/identifying-influencers-with-social-network-analysis/, April 2014.
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Rababáh, A., Al-Ayyoub, M., Jararweh, Y., and Al-Kabit, M. N. Measuring the controversy level of arabic trending topics on twitter. In 2016 7th International Conference on Information and Communication Systems (ICICS) (2016), IEEE, pp. 121--126.

Cited By

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  • (2024)A Roman Urdu Corpus for sentiment analysisThe Computer Journal10.1093/comjnl/bxae05267:9(2864-2876)Online publication date: 18-Jun-2024
  • (2023)Social media content classification and community detection using deep learning and graph analyticsTechnological Forecasting and Social Change10.1016/j.techfore.2022.122252188(122252)Online publication date: Mar-2023
  • (2021)Sentiment analysis for Urdu online reviews using deep learning modelsExpert Systems10.1111/exsy.1275138:8Online publication date: 28-Jun-2021
  • Show More Cited By

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Information

Published In

cover image ACM Other conferences
ACM DEV '16: Proceedings of the 7th Annual Symposium on Computing for Development
November 2016
265 pages
ISBN:9781450346498
DOI:10.1145/3001913
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 18 November 2016

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Author Tags

  1. information dissemination
  2. sentiment analysis
  3. social media analytics

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  • Refereed limited

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ACM DEV '16

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Overall Acceptance Rate 52 of 164 submissions, 32%

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Cited By

View all
  • (2024)A Roman Urdu Corpus for sentiment analysisThe Computer Journal10.1093/comjnl/bxae05267:9(2864-2876)Online publication date: 18-Jun-2024
  • (2023)Social media content classification and community detection using deep learning and graph analyticsTechnological Forecasting and Social Change10.1016/j.techfore.2022.122252188(122252)Online publication date: Mar-2023
  • (2021)Sentiment analysis for Urdu online reviews using deep learning modelsExpert Systems10.1111/exsy.1275138:8Online publication date: 28-Jun-2021
  • (2021)Over a decade of social opinion mining: a systematic reviewArtificial Intelligence Review10.1007/s10462-021-10030-254:7(4873-4965)Online publication date: 1-Oct-2021
  • (2020)Enemy at the gateProceedings of the 12th IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining10.1109/ASONAM49781.2020.9381296(212-216)Online publication date: 7-Dec-2020
  • (2018)Exploring Media Bias and Toxicity in South Asian Political Discourse2018 12th International Conference on Open Source Systems and Technologies (ICOSST)10.1109/ICOSST.2018.8632183(01-08)Online publication date: Dec-2018

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