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Machine Learning As A Tool For Wildlife Management And Research: The Case Of Wild Pig-Related Content On Twitter, Lauren M. Jaebker, Hailey E. Mclean, Stephanie A. Shwiff, Keith M. Carlisle, Tara L. Teel, Alan D. Bright, Aaron M. Anderson Aug 2021

Machine Learning As A Tool For Wildlife Management And Research: The Case Of Wild Pig-Related Content On Twitter, Lauren M. Jaebker, Hailey E. Mclean, Stephanie A. Shwiff, Keith M. Carlisle, Tara L. Teel, Alan D. Bright, Aaron M. Anderson

Human–Wildlife Interactions

Wild pigs (Sus scrofa) are a non-native, invasive species that cause considerable damage and transmit a variety of diseases to livestock, people, and wildlife. We explored Twitter, the most popular social media micro-blogging platform, to demonstrate how social media data can be leveraged to investigate social identity and sentiment toward wild pigs. In doing so, we employed a sophisticated machine learning approach to investigate: (1) the overall sentiment associated with the dataset, (2) online identities via user profile descriptions, and (3) the extent to which sentiment varied by online identity. Results indicated that the largest groups of online …


The Affective Politics Of Twitter, Johnathan C. Flowers May 2019

The Affective Politics Of Twitter, Johnathan C. Flowers

Computer Ethics - Philosophical Enquiry (CEPE) Proceedings

Given the increasing encroachment of Twitter into offline experience, it has become necessary to look beyond the formation of identity in online spaces to the ways in which identities surface through the formation of affective communities organized through the use of technocultural assemblages, or the platforms, algorithms, and digital networks through which affect circulates in an online space. This essay focuses on the microblogging website Twitter as one such technocultural assemblage whose hashtag functionality allows for the circulation of affect among bodies which “surface” within the affective communities organized on Twitter through their alignment with and orientation by hashtags which …