Masum H, Newmark C, Tovey M (2011) The reputation society: how online opinions are reshaping the offline world. Information society series. MIT Press, Cambridge
Google Scholar
Wasserman S, Faust K (1994) Social network analysis: methods and applications. Cambridge University Press, Cambridge
Book
MATH
Google Scholar
Lazer D, Pentland A, Adamic L, Aral S, Barabási A-L, Brewer D, Christakis N, Contractor N, Fowler J, Gutmann M, Jebara T, King G, Macy M, Roy D, Van Alstyne M (2009) Computational social science. Science 323(5915):721–723
Article
Google Scholar
Lee JK, Choi J, Kim C, Kim Y (2014) Social media, network heterogeneity, and opinion polarization. J Commun 64(4):702–722
Article
Google Scholar
Bond RM, Fariss CJ, Jones JJ, Kramer ADI, Marlow C, Settle JE, Fowler JH (2012) A 61-million-person experiment in social influence and political mobilization. Nature 489:295–298
Article
Google Scholar
Aral S, Muchnik L, Sundararajan A (2009) Distinguishing influence-based contagion from homophily-driven diffusion in dynamic networks. Proc Natl Acad Sci 106(51):21544–21549
Article
Google Scholar
Hanna A, Wells C, Maurer P, Friedland L, Shah D, Matthes J (2013) Partisan alignments and political polarization online: a computational approach to understanding the French and US presidential elections. In: Proceedings of the 2Nd workshop on politics, elections and data, PLEAD ’13. ACM, New York, pp 15–22
Google Scholar
Weber I, Garimella VRK, Batayneh A (2013) Secular vs. islamist polarization in Egypt on Twitter. In: Proceedings of the 2013 IEEE/ACM international conference on advances in social networks analysis and mining—ASONAM ’13. ACM, New York, pp 290–297
Google Scholar
Borge-Holthoefer J, Magdy W, Darwish K, Weber I (2015) Content and network dynamics behind Egyptian political polarization on Twitter. In: Proceedings of the 18th ACM conference on computer supported cooperative work & social computing, CSCW 2015, Vancouver, BC, Canada, March 14–18, 2015, pp 700–711
Google Scholar
González-Bailón S, Borge-Holthoefer J, Rivero A, Moreno Y (2011) The dynamics of protest recruitment through an online network. Sci Rep 1:197
Article
Google Scholar
Conover M, Ratkiewicz J, Francisco M, Gonçalves B, Flammini A, Menczer F (2011) Political polarization on Twitter. In: Proc. 5th international AAAI conference on weblogs and social media (ICWSM)
Google Scholar
Conover MD, Gonçalves B, Flammini A, Menczer F (2012) Partisan asymmetries in online political activity. EPJ Data Sci 1:6
Article
Google Scholar
Garrett RK (2009) Echo chambers online?: politically motivated selective exposure among Internet news users. J Comput-Mediat Commun 14(2):265–285
Article
MathSciNet
Google Scholar
Garimella K, De Francisci Morales G, Gionis A, Mathioudakis M (2018) Political discourse on social media: echo chambers, gatekeepers, and the price of bipartisanship. In: Proceedings of the 2018 World Wide Web Conference, WWW ’18, Republic and Canton of Geneva, Switzerland. International World Wide Web Conferences steering committee, pp 913–922
Chapter
Google Scholar
Bastos MT, Mercea D, Baronchelli A (2018) The geographic embedding of online echo chambers: evidence from the Brexit campaign. PLoS ONE 13(11):e0206841
Article
Google Scholar
Del Vicario M, Bessi A, Zollo F, Petroni F, Scala A, Caldarelli G, Stanley HE, Quattrociocchi W (2016) The spreading of misinformation online. Proc Natl Acad Sci 113(3):554–559
Article
Google Scholar
Vicario MD, Vivaldo G, Bessi A, Zollo F, Scala A, Caldarelli G, Quattrociocchi W (2016) Echo chambers: emotional contagion and group polarization on Facebook. Sci Rep 6:37825
Article
Google Scholar
Wojcieszak M (2010) ‘Don’t talk to me’: effects of ideologically homogeneous online groups and politically dissimilar offline ties on extremism. New Media Soc 12(4):637–655
Article
Google Scholar
Barberá P, Jost JT, Nagler J, Tucker JA, Bonneau R (2015) Tweeting from left to right: is online political communication more than an echo chamber? Psychol Sci 26(10):1531–1542
Article
Google Scholar
Dubois E, Blank G (2018) The echo chamber is overstated: the moderating effect of political interest and diverse media. Inf Commun Soc 21(5):729–745
Article
Google Scholar
Holme P (2015) Modern temporal network theory: a colloquium. Eur Phys J B 88(9):234
Article
Google Scholar
Lambiotte R, Masuda N (2016) A guide to temporal networks. Series on complexity science, vol 4. World Scientific, Singapore
MATH
Google Scholar
Galuba W, Aberer K, Chakraborty D, Despotovic Z, Kellerer W (2010) Outtweeting the Twitterers—predicting information cascades in microblogs. In: Proceedings of the 3rd wonference on online social networks, WOSN’10. USENIX Association, Berkeley, pp 3–3
Google Scholar
Jenders M, Kasneci G, Naumann F (2013) Analyzing and predicting viral tweets. In: Proceedings of the 22nd international conference on World Wide Web—WWW ’13 companion. ACM, New York, pp 657–664
Chapter
Google Scholar
Ratkiewicz J, Conover M, Meiss M, Gonçalves B, Patil S, Flammini A, Menczer F (2011) Detecting and tracking political abuse in social media. In: Proceedings of the 20th international conference companion on World wide web—WWW ’11. ACM, New York, p 249
Chapter
Google Scholar
Grabowicz PA, Ramasco JJ, Moro E, Pujol JM, Eguiluz VM (2012) Social features of online networks: the strength of intermediary ties in online social media. PLoS ONE 7:1–9
Article
Google Scholar
Holme P, Saramäki J (eds) (2013) Temporal networks. Springer, Berlin
Google Scholar
Newman MEJ (2010) Networks: an introduction. Oxford University Press, Oxford
Book
MATH
Google Scholar
Ferrara E, Varol O, Davis C, Menczer F, Flammini A (2016) The rise of social bots. Commun ACM 59:96–104
Article
Google Scholar
Stella M, Ferrara E, De Domenico M (2018) Bots increase exposure to negative and inflammatory content in online social systems. Proc Natl Acad Sci 115(49):12435–12440
Article
Google Scholar
Shao C, Ciampaglia GL, Varol O, Yang K-C, Flammini A, Menczer F (2018) The spread of low-credibility content by social bots. Nat Commun 9(1):4787
Article
Google Scholar
Fortunato S (2010) Community detection in graphs. Phys Rep 486(3–5):75–174
Article
MathSciNet
Google Scholar
Blondel VD, Guillaume J-L, Lambiotte R, Lefebvre E (2008) Fast unfolding of communities in large networks. J Stat Mech Theory Exp 2008:P10008
Article
MATH
Google Scholar
Anderson RM, May RM (1992) Infectious diseases in humans. Oxford University Press, Oxford
Google Scholar
Zhao L, Cui H, Qiu X, Wang X, Wang J (2013) SIR rumor spreading model in the new media age. Phys A, Stat Mech Appl 392(4):995–1003
Article
MathSciNet
Google Scholar
Granell C, Gómez S, Arenas A (2013) Dynamical interplay between awareness and epidemic spreading in multiplex networks. Phys Rev Lett 111:128701
Article
Google Scholar
Holme P (2005) Network reachability of real-world contact sequences. Phys Rev E 71:46119
Article
Google Scholar
Törnberg P (2018) Echo chambers and viral misinformation: modeling fake news as complex contagion. PLoS ONE 13:1–21
Article
Google Scholar
Baños RA, Borge-Holthoefer J, Moreno Y (2013) The role of hidden influentials in the diffusion of online information cascades. EPJ Data Sci 2:6
Article
Google Scholar
Alvarez R, Garcia D, Moreno Y, Schweitzer F (2015) Sentiment cascades in the 15m movement. EPJ Data Sci 4:6
Article
Google Scholar
Seidman SB (1983) Network structure and minimum degree. Soc Netw 5:269–287
Article
MathSciNet
Google Scholar
Hadgu AT, Garimella K, Weber I (2013) Political hashtag hijacking in the U.S. In: Proceedings of the 22Nd international conference on World Wide Web, WWW ’13 companion. ACM, New York, pp 55–56
Chapter
Google Scholar
Gonçalves P, Araújo M, Benevenuto F, Cha M (2013) Comparing and combining sentiment analysis methods. In: Proceedings of the first ACM conference on online social networks, COSN ’13. ACM, New York, pp 27–38
Chapter
Google Scholar
Conover M, Gonçalves B, Ratkiewicz J, Flammini A, Menczer F (2011) Predicting the political alignment of Twitter users. In: Proceedings of 3rd IEEE conference on social computing (SocialCom), pp 192–199
Google Scholar
Watts DJ (2002) A simple model of global cascades on random networks. Proc Natl Acad Sci 99(9):5766–5771
Article
MathSciNet
MATH
Google Scholar
Centola D, Macy M (2007) Complex contagions and the weakness of long ties. Am J Sociol 113(3):702–734
Article
Google Scholar
Saito K, Nakano R, Kimura M (2008) Prediction of information diffusion probabilities for independent cascade model. In: Proceedings of the 12th international conference on knowledge-based intelligent information and engineering systems, part III, KES ’08. Springer, Berlin, pp 67–75
Google Scholar
Borodin A, Filmus Y, Oren J (2010) Threshold models for competitive influence in social networks. In: Proceedings of the 6th international conference on Internet and network economics, WINE’10. Springer, Berlin, pp 539–550
Chapter
Google Scholar
Karimi F, Holme P (2013) Threshold model of cascades in empirical temporal networks. Phys A, Stat Mech Appl 392(16):3476–3483
Article
Google Scholar