Ranking right-wing extremist social media profiles by similarity to democratic and extremist groups

Hartung M, Klinger R, Schmidtke F, Vogel L (2017)
In: Proceedings of the 8th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis (WASSA). Stroudsburg PA: Association for Computational Linguistics: 24-33.

Konferenzbeitrag | Veröffentlicht| Englisch
 
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Autor/in
Hartung, MatthiasUniBi ; Klinger, Roman; Schmidtke, Franziska; Vogel, Lars
Abstract / Bemerkung
Social media are used by an increasing number of political actors. A small subset of these is interested in pursuing extrem- ist motives such as mobilization, recruiting or radicalization activities. In order to counteract these trends, online providers and state institutions reinforce their monitoring efforts, mostly relying on manual workflows. We propose a machine learning approach to support manual attempts towards identifying right-wing extremist content in German Twitter profiles. Based on a fine-grained conceptualization of right- wing extremism, we frame the task as ranking each individual profile on a continuum spanning different degrees of right-wing extremism, based on a nearest neighbour approach. A quantitative evaluation reveals that our ranking model yields robust performance (up to 0.81 F1 score) when being used for predicting discrete class labels. At the same time, the model provides plausible continuous ranking scores for a small sample of borderline cases at the division of right-wing extremism and New Right political movements.
Stichworte
right wing extremism; social media monitoring; machine learning; ranking
Erscheinungsjahr
2017
Titel des Konferenzbandes
Proceedings of the 8th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis (WASSA)
Seite(n)
24-33
Konferenz
8th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis (WASSA)
Konferenzort
Copenhagen, Denmark
Konferenzdatum
2017-09-08 – 2017-09-08
Page URI
https://pub.uni-bielefeld.de/record/2912757

Zitieren

Hartung M, Klinger R, Schmidtke F, Vogel L. Ranking right-wing extremist social media profiles by similarity to democratic and extremist groups. In: Proceedings of the 8th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis (WASSA). Stroudsburg PA: Association for Computational Linguistics; 2017: 24-33.
Hartung, M., Klinger, R., Schmidtke, F., & Vogel, L. (2017). Ranking right-wing extremist social media profiles by similarity to democratic and extremist groups. Proceedings of the 8th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis (WASSA), 24-33. Stroudsburg PA: Association for Computational Linguistics. doi:10.18653/v1/W17-5204
Hartung, M., Klinger, R., Schmidtke, F., and Vogel, L. (2017). “Ranking right-wing extremist social media profiles by similarity to democratic and extremist groups” in Proceedings of the 8th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis (WASSA) (Stroudsburg PA: Association for Computational Linguistics), 24-33.
Hartung, M., et al., 2017. Ranking right-wing extremist social media profiles by similarity to democratic and extremist groups. In Proceedings of the 8th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis (WASSA). Stroudsburg PA: Association for Computational Linguistics, pp. 24-33.
M. Hartung, et al., “Ranking right-wing extremist social media profiles by similarity to democratic and extremist groups”, Proceedings of the 8th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis (WASSA), Stroudsburg PA: Association for Computational Linguistics, 2017, pp.24-33.
Hartung, M., Klinger, R., Schmidtke, F., Vogel, L.: Ranking right-wing extremist social media profiles by similarity to democratic and extremist groups. Proceedings of the 8th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis (WASSA). p. 24-33. Association for Computational Linguistics, Stroudsburg PA (2017).
Hartung, Matthias, Klinger, Roman, Schmidtke, Franziska, and Vogel, Lars. “Ranking right-wing extremist social media profiles by similarity to democratic and extremist groups”. Proceedings of the 8th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis (WASSA). Stroudsburg PA: Association for Computational Linguistics, 2017. 24-33.
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