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2018 | OriginalPaper | Buchkapitel

Fake News as We Feel It: Perception and Conceptualization of the Term “Fake News” in the Media

verfasst von : Evandro Cunha, Gabriel Magno, Josemar Caetano, Douglas Teixeira, Virgilio Almeida

Erschienen in: Social Informatics

Verlag: Springer International Publishing

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Abstract

In this article, we quantitatively analyze how the term “fake news” is being shaped in news media in recent years. We study the perception and the conceptualization of this term in the traditional media using eight years of data collected from news outlets based in 20 countries. Our results not only corroborate previous indications of a high increase in the usage of the expression “fake news”, but also show contextual changes around this expression after the United States presidential election of 2016. Among other results, we found changes in the related vocabulary, in the mentioned entities, in the surrounding topics and in the contextual polarity around the term “fake news”, suggesting that this expression underwent a change in perception and conceptualization after 2016. These outcomes expand the understandings on the usage of the term “fake news”, helping to comprehend and more accurately characterize this relevant social phenomenon linked to misinformation and manipulation.

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Literatur
1.
Zurück zum Zitat Acerbi, A., Lampos, V., Garnett, P., Bentley, R.A.: The expression of emotions in 20th century books. PLOS ONE 8(3), e59030 (2013)CrossRef Acerbi, A., Lampos, V., Garnett, P., Bentley, R.A.: The expression of emotions in 20th century books. PLOS ONE 8(3), e59030 (2013)CrossRef
2.
Zurück zum Zitat Berger, G.: How the Internet impacts on international news: exploring paradoxes of the most global medium in a time of ‘hyperlocalism’. Int. Commun. Gaz. 71(5), 355–371 (2009)CrossRef Berger, G.: How the Internet impacts on international news: exploring paradoxes of the most global medium in a time of ‘hyperlocalism’. Int. Commun. Gaz. 71(5), 355–371 (2009)CrossRef
3.
Zurück zum Zitat Bird, S., Loper, E., Klein, E.: Natural Language Processing with Python. O’Reilly Media Inc., Sebastopol (2009)MATH Bird, S., Loper, E., Klein, E.: Natural Language Processing with Python. O’Reilly Media Inc., Sebastopol (2009)MATH
4.
Zurück zum Zitat Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent Dirichlet allocation. J. Mach. Learn. Res. 3, 993–1022 (2003)MATH Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent Dirichlet allocation. J. Mach. Learn. Res. 3, 993–1022 (2003)MATH
5.
Zurück zum Zitat Cambraia, C.N.: Da lexicologia social a uma lexicologia sócio-histórica: caminhos possíveis. Revista de Estudos da Linguagem 21(1), 157–188 (2013)CrossRef Cambraia, C.N.: Da lexicologia social a uma lexicologia sócio-histórica: caminhos possíveis. Revista de Estudos da Linguagem 21(1), 157–188 (2013)CrossRef
9.
Zurück zum Zitat Fast, E., Chen, B., Bernstein, M.S.: Empath: understanding topic signals in large-scale text. In: Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems, pp. 4647–4657. ACM (2016) Fast, E., Chen, B., Bernstein, M.S.: Empath: understanding topic signals in large-scale text. In: Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems, pp. 4647–4657. ACM (2016)
11.
Zurück zum Zitat Flaounas, I., Turchi, M., Ali, O., Fyson, N., De Bie, T., Mosdell, N., Lewis, J., Cristianini, N.: The structure of the EU mediasphere. PLOS ONE 5(12), e14243 (2010)CrossRef Flaounas, I., Turchi, M., Ali, O., Fyson, N., De Bie, T., Mosdell, N., Lewis, J., Cristianini, N.: The structure of the EU mediasphere. PLOS ONE 5(12), e14243 (2010)CrossRef
12.
Zurück zum Zitat Gulordava, K., Baroni, M.: A distributional similarity approach to the detection of semantic change in the Google Books Ngram corpus. In: Proceedings of the GEMS 2011 Workshop on GEometrical Models of Natural Language Semantics, pp. 67–71. Association for Computational Linguistics (2011) Gulordava, K., Baroni, M.: A distributional similarity approach to the detection of semantic change in the Google Books Ngram corpus. In: Proceedings of the GEMS 2011 Workshop on GEometrical Models of Natural Language Semantics, pp. 67–71. Association for Computational Linguistics (2011)
13.
Zurück zum Zitat Koplenig, A.: The impact of lacking metadata for the measurement of cultural and linguistic change using the Google Ngram data sets - reconstructing the composition of the German corpus in times of WWII. Digit. Sch. Humanit. 32(1), 169–188 (2017). https://doi.org/10.1093/llc/fqv037CrossRef Koplenig, A.: The impact of lacking metadata for the measurement of cultural and linguistic change using the Google Ngram data sets - reconstructing the composition of the German corpus in times of WWII. Digit. Sch. Humanit. 32(1), 169–188 (2017). https://​doi.​org/​10.​1093/​llc/​fqv037CrossRef
14.
Zurück zum Zitat Lansdall-Welfare, T., Sudhahar, S., Veltri, G.A., Cristianini, N.: On the coverage of science in the media: a big data study on the impact of the Fukushima disaster. In: 2014 IEEE International Conference on Big Data, pp. 60–66. IEEE (2014) Lansdall-Welfare, T., Sudhahar, S., Veltri, G.A., Cristianini, N.: On the coverage of science in the media: a big data study on the impact of the Fukushima disaster. In: 2014 IEEE International Conference on Big Data, pp. 60–66. IEEE (2014)
16.
Zurück zum Zitat Matoré, G.: La méthode en lexicologie: domaine français. Didier, Paris (1953) Matoré, G.: La méthode en lexicologie: domaine français. Didier, Paris (1953)
17.
Zurück zum Zitat Michel, J.B., et al.: Quantitative analysis of culture using millions of digitized books. Science 331(6014), 176–182 (2011)CrossRef Michel, J.B., et al.: Quantitative analysis of culture using millions of digitized books. Science 331(6014), 176–182 (2011)CrossRef
18.
Zurück zum Zitat Newman, D., Lau, J.H., Grieser, K., Baldwin, T.: Automatic evaluation of topic coherence. In: Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics, HLT 2010, pp. 100–108. Association for Computational Linguistics, Stroudsburg, PA, USA (2010). http://dl.acm.org/citation.cfm?id=1857999.1858011 Newman, D., Lau, J.H., Grieser, K., Baldwin, T.: Automatic evaluation of topic coherence. In: Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics, HLT 2010, pp. 100–108. Association for Computational Linguistics, Stroudsburg, PA, USA (2010). http://​dl.​acm.​org/​citation.​cfm?​id=​1857999.​1858011
19.
Zurück zum Zitat Pechenick, E.A., Danforth, C.M., Dodds, P.S.: Characterizing the Google Books corpus: strong limits to inferences of socio-cultural and linguistic evolution. PLOS ONE 10(10), e0137041 (2015)CrossRef Pechenick, E.A., Danforth, C.M., Dodds, P.S.: Characterizing the Google Books corpus: strong limits to inferences of socio-cultural and linguistic evolution. PLOS ONE 10(10), e0137041 (2015)CrossRef
20.
Zurück zum Zitat Petersen, A.M., Tenenbaum, J., Havlin, S., Stanley, H.E.: Statistical laws governing fluctuations in word use from word birth to word death. Sci. Rep. 2, Article number 313 (2012) Petersen, A.M., Tenenbaum, J., Havlin, S., Stanley, H.E.: Statistical laws governing fluctuations in word use from word birth to word death. Sci. Rep. 2, Article number 313 (2012)
22.
Zurück zum Zitat Roth, S.: Fashionable functions: a google ngram view of trends in functional differentiation (1800–2000). Int. J. Technol. Hum. Interact. 10(2), 34–58 (2014)CrossRef Roth, S.: Fashionable functions: a google ngram view of trends in functional differentiation (1800–2000). Int. J. Technol. Hum. Interact. 10(2), 34–58 (2014)CrossRef
26.
Zurück zum Zitat Tjong Kim Sang, E.F., De Meulder, F.: Introduction to the CoNLL-2003 shared task: language-independent named entity recognition. In: Proceedings of the 7th Conference on Natural Language Learning at HLT-NAACL 2003. Association for Computational Linguistics (2003) Tjong Kim Sang, E.F., De Meulder, F.: Introduction to the CoNLL-2003 shared task: language-independent named entity recognition. In: Proceedings of the 7th Conference on Natural Language Learning at HLT-NAACL 2003. Association for Computational Linguistics (2003)
27.
Zurück zum Zitat Wynne, M.: Searching and concordancing. In: Corpus Linguistics. An International Handbook, vol. 1, pp. 706–737 (2008) Wynne, M.: Searching and concordancing. In: Corpus Linguistics. An International Handbook, vol. 1, pp. 706–737 (2008)
Metadaten
Titel
Fake News as We Feel It: Perception and Conceptualization of the Term “Fake News” in the Media
verfasst von
Evandro Cunha
Gabriel Magno
Josemar Caetano
Douglas Teixeira
Virgilio Almeida
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-030-01129-1_10

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