Analyzing polarization of social media users and news sites during political campaigns

Social Network Analysis and Mining - Tập 8 Số 1 - 2018
Fabrizio Marozzo1, Alessandro Bessi2
1DIMES, University of Calabria, Rende, Italy
2Information Sciences Institute, University of Southern California, Marina del Rey, USA

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Anstead N, O’Loughlin B (2015) Social media analysis and public opinion: the 2010 UK general election. J Comput Mediat Commun 20(2):204–220. https://doi.org/10.1111/jcc4.12102

Belcastro L, Marozzo F, Talia D, Trunfio P (2017) Big data analysis on clouds. In: Sakr S, Zomaya A (eds) Handbook of big data technologies. Springer, Berlin, pp 101–142. https://doi.org/10.1007/978-3-319-49340-4_4 ISBN: 978-3-319-49339-8

Bessi A, Coletto M, Davidescu GA, Scala A, Caldarelli G, Quattrociocchi W (2015) Science versus conspiracy: collective narratives in the age of misinformation. PloS One 10(2):e0118093

Breiman L (2001) Random forests. Mach Learn 45(1):5–32

Burnap P, Gibson R, Sloan L, Southern R, Williams M (2016) 140 Characters to victory? Using twitter to predict the UK 2015 general election. Electoral Stud 41:230–233

Ceron A, Curini L, Iacus SM, Porro G (2014) Every tweet counts? How sentiment analysis of social media can improve our knowledge of citizenspolitical preferences with an application to Italy and France. New Media Soc 16(2):340–358

Cesario E, Congedo C, Marozzo F, Riotta G, Spada A, Talia D, Trunfio P, Turri C (2015) Following soccer fans from geotagged tweets at fifa world cup 2014. In: Proceedings of the 2nd IEEE conference on spatial data mining and geographical knowledge services, pp 33–38. Fuzhou, China. ISBN 978-1-4799-7748-2

Cesario E, Iannazzo AR, Marozzo F, Morello F, Riotta G, Spada A, Talia D, Trunfio P (2016) Analyzing social media data to discover mobility patterns at expo 2015: methodology and results. In: The 2016 international conference on high performance computing and simulation (HPCS 2016), pp. 230–237. Innsbruck, Austria. ISBN: 978-1-5090-2088-1.

Dallmann A, Lemmerich F, Zoller D, Hotho A (2015) Media bias in German online newspapers. In: Proceedings of the 26th ACM conference on hypertext and social media, pp 133–137. ACM

Elmer G (2013) Live research: Twittering an election debate. New Media Soc 15(1):18–30. https://doi.org/10.1177/1461444812457328

Franch F (2013) 2010 UK election prediction with social media. J Inform Technol Polit 10(1):57–71. https://doi.org/10.1080/19331681.2012.705080

Gokulakrishnan B, Priyanthan P, Ragavan T, Prasath N, Perera A (2012) Opinion mining and sentiment analysis on a twitter data stream. In: 2012 International conference on advances in ICT for emerging regions (ICTer), pp 182–188. IEEE

Gonzalez-Bailon S, Banchs RE, Kaltenbrunner A (2010) Emotional reactions and the pulse of public opinion: measuring the impact of political events on the sentiment of online discussions. In: CoRR, abs/1009.4019

Gruzd A, Roy J (2014) Investigating political polarization on twitter: a Canadian perspective. Policy Internet 6(1):28–45

Hanna R, Rohm A, Crittenden VL (2011) Were all connected: the power of the social media ecosystem. Bus Horiz 54(3):265–273

Hermida A, Fletcher F, Korell D, Logan D (2012) Share, like, recommend. J Stud 13(5–6):815–824. https://doi.org/10.1080/1461670X.2012.664430

Hopkins DJ, King G (2010) A method of automated nonparametric content analysis for social science. Am J Polit Sci 54(1):229–247

Howard PN, Duffy A, Freelon D, Hussain MM, Mari W, Maziad M (2011) Opening closed regimes: what was the role of social media during the arab spring? SSRN. https://doi.org/10.2139/ssrn.2595096

Jungherr A (2016) Twitter use in election campaigns: a systematic literature review. J Inform Technol Polit 13(1):72–91. https://doi.org/10.1080/19331681.2015.1132401

Kagan V, Stevens A, Subrahmanian V (2015) Using twitter sentiment to forecast the 2013 Pakistani election and the 2014 Indian election. IEEE Intell Syst 30(1):2–5

Kwon S, Cha M, Jung K, Chen W, Wang Y (2013) Prominent features of rumor propagation in online social media. In: 2013 IEEE 13th international conference on data mining (ICDM), pp 1103–1108. IEEE

Lerman K, Ghosh R (2010) Information contagion: an empirical study of the spread of news on digg and Twitter social networks. In: CoRR, abs/1003.2664

Lievrouw L, Gillespie T, Boczkowski P, Foot K (2014) Materiality and media in communication and technology studies: an unfinished project. Media technologies: essays on communication, materiality, and society, pp 21–51

Monti C, Rozza A, Zappella G, Zignani M, Arvidsson A, Colleoni E (2013) Modelling political disaffection from twitter data. In: Proceedings of the second international workshop on issues of sentiment discovery and opinion mining, p 3. ACM

Murphy J, Link MW, Childs JH, Tesfaye CL, Dean E, Stern M, Pasek J, Cohen J, Callegaro M, Harwood P (2014) Social media in public opinion research executive summary of the aapor task force on emerging technologies in public opinion research. Public Opin Q 78(4):788. https://doi.org/10.1093/poq/nfu053

Nulty P, Theocharis Y, Popa SA, Parnet O, Benoit K (2016) Social media and political communication in the 2014 elections to the European parliament. Electoral Stud 44:429–444

O’Connor B, Balasubramanyan R, Routledge BR, Smith NA (2010) From tweets to polls: linking text sentiment to public opinion time series. ICWSM 11(122–129):1–2

Pang B, Lee L (2008) Opinion mining and sentiment analysis. Found Trends Inform Retr 2(1–2):1–135. https://doi.org/10.1561/1500000011

Talia D, Trunfio P, Marozzo F (2015) Data analysis in the cloud. Elsevier, Amsterdam

Tufte ER (1986) The visual display of quantitative information. Graphics Press, Cheshire

Tumasjan A, Sprenger TO, Sandner PG, Welpe IM (2010) Predicting elections with Twitter: what 140 characters reveal about political sentiment. ICWSM 10(1):178–185

Van Asch V (2013) Macro-and micro-averaged evaluation measures. Technical report

Wagner JP (2017) The media and national identity: local newspapers coverage of Scottish independence during the campaign of the 2014 Scottish independence referendum. In: Dealing with the local

Zhang K, Cheng Y, Xie Y, Honbo D, Agrawal A, Palsetia D, Lee K, Liao WK, Choudhary A (2011) SES: sentiment elicitation system for social media data. In: 2011 IEEE 11th international conference on data mining workshops (ICDMW), pp 129–136. IEEE