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Fake News Detection: A Survey

Divya 1 , N. Mehala2

Section:Survey Paper, Product Type: Journal Paper
Volume-07 , Issue-16 , Page no. 81-87, May-2019

CrossRef-DOI:   https://doi.org/10.26438/ijcse/v7si16.8187

Online published on May 18, 2019

Copyright © Divya, N. Mehala . This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

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IEEE Style Citation: Divya, N. Mehala, “Fake News Detection: A Survey,” International Journal of Computer Sciences and Engineering, Vol.07, Issue.16, pp.81-87, 2019.

MLA Style Citation: Divya, N. Mehala "Fake News Detection: A Survey." International Journal of Computer Sciences and Engineering 07.16 (2019): 81-87.

APA Style Citation: Divya, N. Mehala, (2019). Fake News Detection: A Survey. International Journal of Computer Sciences and Engineering, 07(16), 81-87.

BibTex Style Citation:
@article{Mehala_2019,
author = {Divya, N. Mehala},
title = {Fake News Detection: A Survey},
journal = {International Journal of Computer Sciences and Engineering},
issue_date = {5 2019},
volume = {07},
Issue = {16},
month = {5},
year = {2019},
issn = {2347-2693},
pages = {81-87},
url = {https://www.ijcseonline.org/full_spl_paper_view.php?paper_id=1283},
doi = {https://doi.org/10.26438/ijcse/v7i16.8187}
publisher = {IJCSE, Indore, INDIA},
}

RIS Style Citation:
TY - JOUR
DO = {https://doi.org/10.26438/ijcse/v7i16.8187}
UR - https://www.ijcseonline.org/full_spl_paper_view.php?paper_id=1283
TI - Fake News Detection: A Survey
T2 - International Journal of Computer Sciences and Engineering
AU - Divya, N. Mehala
PY - 2019
DA - 2019/05/18
PB - IJCSE, Indore, INDIA
SP - 81-87
IS - 16
VL - 07
SN - 2347-2693
ER -

           

Abstract

Social media plays a vital role in online news circulation due to its ease of access, low cost, swift diffusion of information. The news or information can be of any topic, propagated in multiple modalities. Because of the huge amount of information exchange through online or through different social media platforms such as Facebook, twitter, differentiating true news from the low quality news that leads to the problem of fake news, which may affect the individual or the growth of the society, has become a challenging task. This calls for identification and filtering of fake news. In this paper our focus is on exploring the existing methods or approaches on content (i.e. text) based fake news identification, existing standard data sets, evaluation metric(s), tools and future scope, which helps the researchers to turn up with different and efficient approaches to identify fake news.

Key-Words / Index Term

Fake news, Social networks, Multimedia

References

[1] Kai Shuy, Amy Slivaz, Suhang Wangy, Jiliang Tang, and Huan Liu “ Fake News Detection on Social Media:A Data Mining Perspective”.
[2] Monther Aldwairi, Ali Alwahedi “Detecting Fake News in Social Media Networks”,2018.
[3] Kelly Stahl “ Fake news detection in social media” 15 May 2018.
[4] Sakeena m. Sirajudeen, nur fatihah a. Azmi, adamu i. Abubakar, “online fake news detection algorithm” 2005.
[5] Jiawei Zhang1, Limeng Cui2, Yanjie Fu3, Fisher B. Gouza “Fake News Detection with Deep Diffusive Network Model”.
[6] Sneha Singhania(B), Nigel Fernandez, and Shrisha Rao “3HAN: A Deep Neural Network for Fake News Detection” 2017.
[7] Samir Bajaj “The Pope Has a New Baby!” Fake News Detection Using Deep Learning, 2017.
[8] Shivam B. Parikh and Pradeep K. Atrey “Media-Rich Fake News Detection: A Survey” 2017.
[9] Kai Shu, Deepak Mahudeswaran, and Huan Liu “ FakeNewsTracker: A Tool for Fake News Collection, Detection, and Visualization”.
[10] Ver´onica P´erez-Rosas1, Bennett Kleinberg2, Alexandra Lefevre1 Rada Mihalcea “Automatic Detection of Fake News”.
[11] Greatmoon hoax. https://en.wikipedia.org/wiki/Great_Moon_Hoax. [Online; accessed 25-September-2017].
[12] S. Adali, T. Liu, and M. Magdon-Ismail. Optimal link bombs are uncoordinated. In AIRWeb, 2005.
[13] L. Akoglu, R. Chandy, and C. Faloutsos. Opinion fraud detection in online reviews by network effects. In ICWSM, 2013.
[14] H. Allcott and M. Gentzkow. Social media and fake news in the 2016 election. Journal of Economic Perspectives, 2017.
[15] E. Arisoy, T. Sainath, B. Kingsbury, and B. Ramabhadran. Deep neural network language models. In WLM, 2012.
[16] K. Bharat and M. Henzinger. Improved algorithms for topic distillation in a hyperlinked environment. In SIGIR, 1998.
[17] C. Castillo, D. Donato, A. Gionis, V. Murdock, and F. Silvestri. Know your neighbors: web spam detection using the web topology. In SIGIR, 2007.
[18] C.-C. Chang and C.-J. Lin. LIBSVM: a library for support vector machines, Software available at http://www.csie.ntu.edu.tw/~cjlin/libsvm, 2001.
[19] K. Chellapilla and D. Chickering. Improving cloaking detection using search query popularity and monetizability. In AIRWeb, 2006.
[20] E. Convey. Porn sneaks way back on web. The Boston Herald, 1996.
[21] H. Allcott, and M. Gentzkow. “Social media and fake news in the 2016 election”. Journal of Economic Perspectives, Vol. 31, No. 2, 2017, pp. 211–236.
[22] V.S. Foster, Vincent S. "The Great Moon Hoax." In Modern Mysteries of the Moon, Springer International Publishing, 2016, pp. 11-44.
[23] v. pickard, "media failures in the age of trump." the political economy of communication vol. 4, no.2, 2017, pp. 118- 122.g. lee.
[24] Bernard e m jones “Exploring the role of punctuation in parsing natural text” .
[25] http://www.journalism.org/2016/05/26/news-use-acrosssocial- media-platforms-2016/
[26] http://www.bbc.com/news/uk-36528256
[27] https://en.wikipedia.org/wiki/Pizzagate conspiracy theory
[28] https://www.buzzfeed.com/craigsilverman/viralfake-election-news-outperformed-real-news-onfacebook?utm term=.nrg0WA1VP0#.gjJyKapW5y
[29] http://time.com/4783932/inside-russia-social-media-waramerica/
[30] https://www.nytimes.com/2016/11/28/opinion/fakenews-and-the-internet-shell-game.html? r=0
[31] http://lit.eecs.umich.edu/downloads.html.
[32] Ronald Dekker “The importance of having data-sets” 2006.
[33] https://en.wikipedia.org/wiki/Precision_and_recall.
[34] https://en.wikipedia.org/wiki/Psycholinguistics.
[35] https://stackoverflow.com/questions/45963174/what-is-f1-score-and-what-its-value-indicates.