My research interests are in Computational Social Science, Social Computing, and Natural Language Processing. My PhD thesis work focuses on social meaning of language variation in online writing. I use computational approaches from statistics, causal inference for observational data, machine learning, natural language processing and network analysis to study linguistic and social phenomena in online social platforms. I am interested in sociolinguistic theories such as audience design, style-shifting, and accommodation and how these theories apply to modern social media language. My recent research interests include norm enforcement in online social platforms, hate speech, incivility, and trolling.
RECENT PEER-REVIEWED PUBLICATIONS AND POSTERS [Google Scholar] | |
Linguistic Norm Enforcement in Wikipedia: Effects of NPOV tagging. [pdf] [slides]
Umashanthi Pavalanathan, Xiaochuang Han, and Jacob Eisenstein. (Under review) |
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Interactional Stancetaking in Online Forums. [pdf] [slides]
Scott F. Kiesling, Umashanthi Pavalanathan, Jim Fitzpatrick, Xiaochuang Han, and Jacob Eisenstein. Computational Linguistics Special Issue on Language in Social Media: Exploiting discourse and other contextual information (under review) |
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You Can’t Stay Here: The Efficacy of Reddit’s 2015 Ban Examined Through Hate Speech. [pdf] [slides] [NY Times] Eshwar Chandrasekharan, Umashanthi Pavalanathan, Anirudh Srinivasan, Adam Glynn, Jacob Eisenstein, and Eric Gilbert Proceedings of the ACM Human-Computer Interaction, to be presented at CSCW 2018 |
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A Multidimensional Lexicon for Interpersonal Stancetaking. [pdf] [slides] Umashanthi Pavalanathan, James Fitzpatrick, Scott Kiesling, and Jacob Eisenstein Annual Meeting of the Association for Computational Linguistics (ACL 2017) |
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What (or Who) Is Public? Privacy Settings and Social Media Content Sharing. [pdf] [slides] Casey Fiesler, Michaelanne Dye, Jess Feuston, Chaya Hiruncharoenvate, C.J. Hutto, Parisa Roshan, Umashanthi Pavalanathan, Amy Bruckman, Munmun De Choudhury, and Eric Gilbert. 20th ACM Conference on Computer-Supported Cooperative Work and Social Computing (CSCW 2017), February 2017 |
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Studying Military Community Health, Well-Being, and Discourse Through the Social Media Lens. [pdf][slides] Umashanthi Pavalanathan, Vivek Datla, Svitlana Volkova, Lauren Charles-Smith, Meg Pirrung, Josh Harrison, Alan Chappell, and Courtney D Corley. In Shaban-Nejad A., Brownstein J., Buckeridge D. (eds) Public Health Intelligence and the Internet. Lecture Notes in Social Networks. Springer, p 87-105, 2017 |
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More emojis, less emoticons: The Competition for Paralinguistic Function in Microblog Writing. [link] Umashanthi Pavalanathan and Jacob Eisenstein First Monday, November 2016 |
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Stance Markers, Reddit Thread Structure, and Community. [pdf] [slides] Umashanthi Pavalanathan, James Fitzpatrick, Scott Kiesling, and Jacob Eisenstein New Ways of Analyzing Variation (NWAV) 45, November 2016 |
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Emoticons vs. Emojis on Twitter: A Causal Inference Approach. [pdf] [slides] Umashanthi Pavalanathan and Jacob Eisenstein AAAI Spring Symposium on Observational Studies through Social Media and Other Human-Generated Content, March 2016 |
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Discourse, Health and Well-being of Military Populations Through the Social Media Lens. [pdf][slides] Umashanthi Pavalanathan, Vivek Datla, Svitlana Volkova, Lauren Charles-Smith, Meg Pirrung, Josh Harrison, Alan Chappell, and Courtney D Corley The 3rd International Workshop on the World Wide Web and Population Health Intelligence, In Conjunction with the Thirtieth AAAI Conference on Artificial Intelligence (AAAI-16), February 2016 |
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Confounds and Consequences in Geotagged Twitter Data. [pdf] Umashanthi Pavalanathan and Jacob Eisenstein Empirical Methods in Natural Language Processing (EMNLP 2015) |
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Audience-Modulated Variation in Online Social Media. [preprint] [journal] [Washington Post] [Discover Magazine] Umashanthi Pavalanathan and Jacob Eisenstein American Speech Journal, 90(2), May 2015. |
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Identity Management and Mental Health Discourse in Social Media. [pdf] Umashanthi Pavalanathan and Munmun De Choudhury 24th International Conference on World Wide Web Companion (WWW 2015) |
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The Development of a Stance Annotation Scheme: Lessons for Computational Linguistics and Sociolinguistic Theory. [pdf][slides] Scott Kiesling, Jacob Eisenstein, James Fitzpatrick, and Umashanthi Pavalanathan Southeastern Conference on Linguistics (SECOL 82) |
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Linguistic Style-shifting in Online Social Media. Umashanthi Pavalanathan and Jacob Eisenstein ACL Joint Workshop on Social Dynamics and Personal Attributes in Social Media 2014. [Presentation] |
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Language Variation In Context In Online
Social Media. Umashanthi Pavalanathan and Jacob Eisenstein Atlanta Workshop on Computational Social Science, 2013. [Poster] |
My undergraduate research was more systems oriented where I focused on data management, semantic web technologies and building business process management systems.
PREVIOUS PUBLICATIONS AND POSTERS | |
Miao Chen,Umashanthi Pavalanathan Scott Jensen and Beth Plale. Modeling Heterogeneous Data Resources for Social-Ecological Research: A Data-Centric Perspective , Joint Conference on Digital Libraries (JCDL 2013), Indianapolis, IN, ACM/IEEE, Jul 2013 | |
Umashanthi Pavalanathan, K. Gallaba, I. Jayawardena, E. Sooriyabandara and V. Nanayakkara. Levi – A Workflow Engine using BPMN 2.0, CeBPM’12: Workshop on Cloud-enabled Business Process Management, in conjunction with the 13th International Conference on Web Information System Engineering (WISE), Paphos, Cyprus, November 2012. (*) | |
Umashanthi Pavalanathan, B. Plale, et al. Biodiversity Data Exchange Using PRAGMA Cloud, PRAGMA 23: Pacific Rim Applications and Grid Middleware Assembly 23 Workshop, Seoul, South Korea, October 2012 [Poster]. | |
Umashanthi Pavalanathan. Utilizing Social Media for Education, Research and Career Development, GHC’12: Grace Hopper Celebration of Women in Computing 2012, Baltimore, Maryland, USA, October 2012 [Poster]. | |
Umashanthi Pavalanathan, Y.Luo and B. Plale. Vortex2 Metadata Management on PRAGMA Cloud: A GeoPortal Experience, PRAGMA 22: Pacific Rim Applications and Grid Middleware Assembly 22 Workshop, Melbourne, Australia, April 2012 [Poster]. | |
K. Gallaba, I. Jayawardena, E. Sooriyabandara, Umashanthi Pavalanathan and V. Nanayakkara. Levi – The Native BPMN 2.0 Execution Engine, YSF’11: Young Scientists Forum Technical Session, organized by the National Science and Technology Commission, Colombo, Sri Lanka, January 2012 [Poster]. (*) | |
K. Gallaba, I. Jayawardena, E. Sooriyabandara, Umashanthi Pavalanathan and V. Nanayakkara. An analysis of BPMN 2.0 as a Business Process Execution Language, 17th ERU Research Symposium, University of Moratuwa, Sri Lanka, December 2011. (*) | |
K. Gallaba, I. Jayawardena, E. Sooriyabandara, Umashanthi Pavalanathan and V. Nanayakkara. Levi – The Native BPMN 2.0 Execution Engine, CS&ES Conference, University of Moratuwa, Sri Lanka, November 2011. (*) | |
Umashanthi Pavalanathan. Smart E-cards – Joomla Component Development, CSE Symposium, Department of Computer Science and Engineering, University of Moratuwa, Sri Lanka, April 2010. | |
PREVIOUS TALKS AND PRESENTATIONS | |
Umashanthi Pavalanathan and A.Stewart, Biodiversity Data Exchange Using PRAGMA Cloud, PRAGMA 23: Pacific Rim Applications and Grid Middleware Assembly 23 Workshop, Seoul, South Korea, October 2012 [Demonstration]. | |
Umashanthi Pavalanathan . Promoting Women in Free and Open Source Software Development, InWIC’12: Indiana Women in Computing Celebrations 2012, Indiana, USA, February 2012 [Lightening Talk]. | |
Umashanthi Pavalanathan, K. Gallaba, I. Jayawardena and E. Sooriyabandara. A Study of Cyber Warfare Associated with WikiLeaks, Cyber Warfare Conference, organized Information Technology and Communications Engineering Sectional Committee of the Institution of Engineers, Sri Lanka, February 2011 [Presentation]. (*) |
(*) First four authors contributed equally to this work.