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2016 | OriginalPaper | Buchkapitel

In Search of Credible News

verfasst von : Momchil Hardalov, Ivan Koychev, Preslav Nakov

Erschienen in: Artificial Intelligence: Methodology, Systems, and Applications

Verlag: Springer International Publishing

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Abstract

We study the problem of finding fake online news. This is an important problem as news of questionable credibility have recently been proliferating in social media at an alarming scale. As this is an understudied problem, especially for languages other than English, we first collect and release to the research community three new balanced credible vs. fake news datasets derived from four online sources. We then propose a language-independent approach for automatically distinguishing credible from fake news, based on a rich feature set. In particular, we use linguistic (n-gram), credibility-related (capitalization, punctuation, pronoun use, sentiment polarity), and semantic (embeddings and DBPedia data) features. Our experiments on three different testsets show that our model can distinguish credible from fake news with very high accuracy.

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Vorheriges Kapitel A Novel Method for Extracting Feature Opinion Pairs for Turkish

Nächstes Kapitel Smooth Stroke Width Transform for Text Detection

http://wiki.dbpedia.org/.

http://www.dnevnik.bg/.

http://www.nenovinite.com/.

https://neverojatno.wordpress.com/.

http://www.btv.bg/lifestyle/all/.

Brill, A.M.: Online journalists embrace new marketing function. Newsp. Res. J. 22(2), 28 (2001)CrossRef

Cassidy, W.P.: Online news credibility: an examination of the perceptions of newspaper journalists. J. Comput.-Mediat. Commun. 12(2), 478–498 (2007)CrossRef

Castillo, C., Mendoza, M., Poblete, B.: Predicting information credibility in time-sensitive social media. Internet Res. 23(5), 560–588 (2013)CrossRef

Graves, L.: Deciding what’s true: fact-checking journalism and the new ecology of news. Ph.D. thesis, Columbia University (2013)

Johnson, T.J., Kaye, B.K., Bichard, S.L., Wong, W.J.: Every blog has its day: politically-interested internet users perceptions of blog credibility. J. Comput.-Mediat. Commun. 13(1), 100–122 (2007)CrossRef

Kapukaranov, B., Preslav, N.: Fine-grained sentiment analysis for movie reviews in Bulgarian. In: Proceedings of Recent Advances in Natural Language Processing, RANLP 2015, Hissar, Bulgaria, pp. 266–274 (2015)

Ketterer, S.: Teaching students how to evaluate and use online resources. Journal. Mass Commun. Educ. 52(4), 4 (1998)CrossRef

Kohonen, T.: Improved versions of learning vector quantization. In: IJCNN International Joint Conference on Neural Networks, pp. 545–550 (1990)

Liu, D.C., Nocedal, J.: On the limited memory BFGS method for large scale optimization. Math. Program. 45(1–3), 503–528 (1989)MathSciNetCrossRefMATH

10.

Mihalcea, R., Strapparava, C.: Making computers laugh: investigations in automatic humor recognition. In: Proceedings of Human Language Technology Conference and Conference on Empirical Methods in Natural Language Processing, HLT-EMNLP 2005, Vancouver, British Columbia, Canada, pp. 531–538 (2005)

11.

Mihaylov, T., Georgiev, G., Nakov, P.: Finding opinion manipulation trolls in news community forums. In: Proceedings of 19th Conference on Computational Natural Language Learning, CoNLL 2015, Beijing, China, pp. 310–314 (2015)

12.

Mihaylov, T., Koychev, I., Georgiev, G., Nakov, P.: Exposing paid opinion manipulation trolls. In: Proceedings of International Conference Recent Advances in Natural Language Processing, RANLP 2015, Hissar, Bulgaria, pp. 443–450 (2015)

13.

Mihaylov, T., Nakov, P.: Hunting for troll comments in news community forums. In: Proceedings of 54th Annual Meeting of the Association for Computational Linguistics, ACL 2016, Berlin, Germany (2016)

14.

Papadopoulos, S., Bontcheva, K., Jaho, E., Lupu, M., Castillo, C.: Overview of the special issue on trust, veracity of information in social media. ACM Trans. Inf. Syst. 34(3), 14:1–14:5 (2016)CrossRef

15.

Yang, D., Lavie, A., Dyer, C., Hovy, E.: Humor recognition and humor anchor extraction. In: Proceedings of 2015 Conference on Empirical Methods in Natural Language Processing, EMNLP 2015, Lisbon, Portugal, pp. 2367–2376 (2015)

16.

Zaharia, M., Chowdhury, M., Franklin, M.J., Shenker, S., Stoica, I.: Spark: cluster computing with working sets. In: Proceedings of 2nd USENIX Conference on Hot Topics in Cloud Computing, HotCloud 2010, Boston, MA, p. 10 (2010)

17.

Zou, H., Hastie, T.: Regularization and variable selection via the elastic net. J. Roy. Stat. Soc.: Ser. B (Stat. Methodol.) 67(2), 301–320 (2005)MathSciNetCrossRefMATH

18.

Zubiaga, A., Hoi, G.W.S., Liakata, M., Procter, R., Tolmie, P.: Analysing how people orient to and spread rumours in social media by looking at conversational threads (2015). arXiv preprint arXiv:1511.07487

19.

Zubiaga, A., Ji, H.: Tweet, but verify: epistemic study of information verification on Twitter. Soc. Netw. Anal. Min. 4(1), 1–12 (2014)CrossRef

Titel: In Search of Credible News
verfasst von: Momchil Hardalov
Ivan Koychev
Preslav Nakov
Verlag: Springer International Publishing
Buch: Artificial Intelligence: Methodology, Systems, and Applications
Print ISBN: 978-3-319-44747-6

Electronic ISBN: 978-3-319-44748-3

Copyright-Jahr: 2016
DOI: https://doi.org/10.1007/978-3-319-44748-3_17

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