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Volumn 21, Issue 11, 2016, Pages

Social bots distort the 2016 U.S. Presidential election online discussion

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EID: 84996956369     PISSN: 13960466     EISSN: None     Source Type: Journal    
DOI: 10.5210/fm.v21i11.7090     Document Type: Article
Times cited : (787)

References (50)
  • 2
    • 84863993298 scopus 로고    scopus 로고
    • Identifying influential and susceptible members of social networks
    • (20 July) accessed 1 November 2016
    • S. Aral and D. Walker, 2012. "Identifying influential and susceptible members of social networks". Science, volume 337, number 6092 (20 July), pp. 337-341. doi: http://doi.org/10.1126/science.1215842, accessed 1 November 2016.
    • (2012) Science , vol.337 , Issue.6092 , pp. 337-341
    • Aral, S.1    Walker, D.2
  • 3
    • 84930627854 scopus 로고    scopus 로고
    • Exposure to ideologically diverse news and opinion on Facebook
    • (5 June) accessed 1 November 2016
    • E. Bakshy, S. Messing, and L.A. Adamic, 2015. "Exposure to ideologically diverse news and opinion on Facebook". Science, volume 348, number 6239 (5 June), pp. 1,130-1,132. doi: http://doi.org/10.1126/science.aaa1160, accessed 1 November 2016.
    • (2015) Science , vol.348 , Issue.6239 , pp. 1130-1132
    • Bakshy, E.1    Messing, S.2    Adamic, L.A.3
  • 4
    • 84896866114 scopus 로고    scopus 로고
    • Taking tweets to the streets: A spatial analysis of the Vinegar Protests in Brazil
    • accessed 1 November 2016
    • M. Bastos, R. Recuero, and G. Zago., 2014. "Taking tweets to the streets: A spatial analysis of the Vinegar Protests in Brazil". First Monday, volume 19, number 3, at http://firstmonday.org/article/view/5227/3843, accessed 1 November 2016. doi: http://dx.doi.org/10.5210/fm.v19i3.5227, accessed 1 November 2016.
    • (2014) First Monday , vol.19 , Issue.3
    • Bastos, M.1    Recuero, R.2    Zago, G.3
  • 5
    • 84883643194 scopus 로고    scopus 로고
    • Who tweets about politics? Political participation of Twitter users during the 2011 gubernatorial elections
    • accessed 1 November 2016
    • M.A. Bekafigo and A. McBride, 2013. "Who tweets about politics? Political participation of Twitter users during the 2011 gubernatorial elections". Social Science Computer Review, volume 31, number 5, pp. 625-643. doi: http://doi.org/10.1177/0894439313490405, accessed 1 November 2016.
    • (2013) Social Science Computer Review , vol.31 , Issue.5 , pp. 625-643
    • Bekafigo, M.A.1    McBride, A.2
  • 6
    • 84866177569 scopus 로고    scopus 로고
    • A 61-million-person experiment in social influence and political mobilization
    • (13 September) accessed 1 November 2016
    • R.M. Bond, C.J. Fariss, J.J. Jones, A.D. Kramer, C. Marlow, J.E. Settle, and J.H. Fowler, 2012. "A 61-million-person experiment in social influence and political mobilization". Nature, volume 489, number 7415 (13 September), pp. 295-298. doi: http://doi.org/10.1038/nature11421, accessed 1 November 2016.
    • (2012) Nature , vol.489 , Issue.7415 , pp. 295-298
    • Bond, R.M.1    Fariss, C.J.2    Jones, J.J.3    Kramer, A.D.4    Marlow, C.5    Settle, J.E.6    Fowler, J.H.7
  • 7
    • 84868087720 scopus 로고    scopus 로고
    • "#ausvotes: How Twitter covered the 2010 Australian federal election"
    • A. Bruns and J. Burgess, 2011. "#ausvotes: How Twitter covered the 2010 Australian federal election". Communication, Politics & Culture, volume 44, number 2, 37-56.
    • (2011) Communication, Politics & Culture , vol.44 , Issue.2 , pp. 37-56
    • Bruns, A.1    Burgess, J.2
  • 8
    • 84875151984 scopus 로고    scopus 로고
    • "(Not) the Twitter election: The dynamics of the #ausvotes conversation in relation to the Australian media ecology"
    • accessed 1 November 2016
    • J. Burgess and A. Bruns, 2012. "(Not) the Twitter election: The dynamics of the #ausvotes conversation in relation to the Australian media ecology". Journalism Practice, volume 6, number 3, pp. 384-402. doi: http://dx.doi.org/10.1080/17512786.2012.663610, accessed 1 November 2016.
    • (2012) Journalism Practice , vol.6 , Issue.3 , pp. 384-402
    • Burgess, J.1    Bruns, A.2
  • 9
    • 84887507575 scopus 로고    scopus 로고
    • Is social media changing how we understand political engagement? An analysis of Facebook and the 2008 Presidential election
    • accessed 1 November 2016
    • J.E. Carlisle and R.C. Patton, 2013. "Is social media changing how we understand political engagement? An analysis of Facebook and the 2008 Presidential election". Political Research Quarterly, volume 66, number 4, pp. 883-895. doi: http://dx.doi.org/10.1177/1065912913482758, accessed 1 November 2016.
    • (2013) Political Research Quarterly , vol.66 , Issue.4 , pp. 883-895
    • Carlisle, J.E.1    Patton, R.C.2
  • 10
    • 84874631930 scopus 로고    scopus 로고
    • The geospatial characteristics of a social movement communication network
    • (6 March), accssed 1 November 2016
    • M.D. Conover, C. Davis, E. Ferrara, K. McKelvey, F. Menczer, and A. Flammini, 2013. "The geospatial characteristics of a social movement communication network". PloS ONE, volume 8, number 3 (6 March), e55957. doi: http://dx.doi.org/10.1371/journal.pone.0055957, accessed 1 November 2016.
    • (2013) PloS ONE , vol.8 , Issue.3
    • Conover, M.D.1    Davis, C.2    Ferrara, E.3    McKelvey, K.4    Menczer, F.5    Flammini, A.6
  • 11
    • 84878436582 scopus 로고    scopus 로고
    • The digital evolution of Occupy Wall Street"
    • (29 May), accessed 1 November 2016
    • M.D. Conover, E. Ferrara, F. Menczer, and A. Flammini, 2013. The digital evolution of Occupy Wall Street". PloS ONE, volume 8, number 5 (29 May), e64679. doi: http://dx.doi.org/10.1371/journal.pone.0064679, accessed 1 November 2016.
    • (2013) PloS ONE , vol.8 , Issue.5
    • Conover, M.D.1    Ferrara, E.2    Menczer, F.3    Flammini, A.4
  • 15
    • 84896703695 scopus 로고    scopus 로고
    • More tweets, more votes: Social media as a quantitative indicator of political behavior
    • (27 November), accssed 1 November 2016
    • J. DiGrazia, K. McKelvey, J. Bollen, and F. Rojas, 2013. "More tweets, more votes: Social media as a quantitative indicator of political behavior". PloS ONE, volume 8, number 11 (27 November), e79449. doi: http://dx.doi.org/10.1371/journal.pone.0079449, accessed 1 November 2016.
    • (2013) PloS ONE , vol.8 , Issue.11
    • DiGrazia, J.1    McKelvey, K.2    Bollen, J.3    Rojas, F.4
  • 17
    • 84875484288 scopus 로고    scopus 로고
    • Social media as a government propaganda tool in post-revolutionary Egypt
    • accessed 1 November 2016
    • S. El-Khalili, 2013. "Social media as a government propaganda tool in post-revolutionary Egypt". First Monday, volume 18, number 3, at http://firstmonday.org/article/view/4620/3423, accessed 1 November 2016. doi: http://dx.doi.org/10.5210/fm.v18i3.4620, accessed 1 November 2016.
    • (2013) First Monday , vol.18 , Issue.3
    • El-Khalili, S.1
  • 18
    • 84878800628 scopus 로고    scopus 로고
    • Personalized campaigns in party-centred politics: Twitter and Facebook as arenas for political communication
    • accessed 1 November 2016
    • G.S. Enli and E. Skogerbø, 2013. "Personalized campaigns in party-centred politics: Twitter and Facebook as arenas for political communication". Information, Communication & Society, volume 16, number 5, pp. 757-774. doi: http://dx.doi.org/10.1080/1369118X.2013.782330, accessed 1 November 2016.
    • (2013) Information, Communication & Society , vol.16 , Issue.5 , pp. 757-774
    • Enli, G.S.1    Skogerbø, E.2
  • 19
    • 84977071823 scopus 로고    scopus 로고
    • The rise of social bots
    • accessed 1 November 2016
    • E. Ferrara, O. Varol, C. Davis, F. Menczer, and A. Flammini, 2016. "The rise of social bots". Communications of the ACM, volume 59, number 7, pp. 96-104. doi: http://dx.doi.org/10.1145/2818717, accessed 1 November 2016.
    • (2016) Communications of the ACM , vol.59 , Issue.7 , pp. 96-104
    • Ferrara, E.1    Varol, O.2    Davis, C.3    Menczer, F.4    Flammini, A.5
  • 20
    • 84942301443 scopus 로고    scopus 로고
    • Manipulation and abuse on social media
    • accssed 1 November 2016, Spring issue
    • E. Ferrara, 2015. "Manipulation and abuse on social media". ACM SIGWEB Newsletter, Spring issue, article number 4. doi: http://dx.doi.org/10.1145/2749279.2749283, accessed 1 November 2016.
    • (2015) ACM SIGWEB Newsletter
    • Ferrara, E.1
  • 21
    • 85015567959 scopus 로고    scopus 로고
    • Quantifying the effect of sentiment on information diffusion in social media
    • accessed 1 November 2016
    • E. Ferrara and Z. Yang, 2015. "Quantifying the effect of sentiment on information diffusion in social media". PeerJCompSci, at https://peerj.com/articles/cs-26/, accessed 1 November 2016.
    • (2015) PeerJCompSci
    • Ferrara, E.1    Yang, Z.2
  • 23
    • 85044816218 scopus 로고    scopus 로고
    • Does cyber-campaigning win votes? Online communication in the 2004 Australian election
    • accessed 1 November 2016
    • R.K. Gibson and I. McAllister, 2006. "Does cyber-campaigning win votes? Online communication in the 2004 Australian election". Journal of Elections, Public Opinion and Parties, volume 16, number 3, pp. 243-263. doi: http://dx.doi.org/10.1080/13689880600950527, accessed 1 November 2016.
    • (2006) Journal of Elections, Public Opinion and Parties , vol.16 , Issue.3 , pp. 243-263
    • Gibson, R.K.1    McAllister, I.2
  • 24
    • 80053345545 scopus 로고    scopus 로고
    • Diurnal and seasonal mood vary with work, sleep, and daylength across diverse cultures
    • (30 September) accessed 1 November 2016
    • S.A. Golder and M.W. Macy, 2011. "Diurnal and seasonal mood vary with work, sleep, and daylength across diverse cultures". Science, volume 333, number 6051 (30 September), pp. 1,878-1,881. doi: http://dx.doi.org/10.1126/science.1202775, accessed 1 November 2016.
    • (2011) Science , vol.333 , Issue.6051 , pp. 1878-1881
    • Golder, S.A.1    Macy, M.W.2
  • 25
    • 84879182291 scopus 로고    scopus 로고
    • Broadcasters and hidden influentials in online protest diffusion
    • accessed 1 November 2016
    • S. González-Bailón, J. Borge-Holthoefer, and Y. Moreno, 2013. Broadcasters and hidden influentials in online protest diffusion, American Behavioral Scientist, volume 57, number 7, pp. 943-965. doi: http://dx.doi.org/10.1177/0002764213479371, accessed 1 November 2016.
    • (2013) American Behavioral Scientist , vol.57 , Issue.7 , pp. 943-965
    • González-Bailón, S.1    Borge-Holthoefer, J.2    Moreno, Y.3
  • 26
    • 84859770295 scopus 로고    scopus 로고
    • The dynamics of protest recruitment through an online network
    • accessed 1 November 2016
    • S. González-Bailón, J. Borge-Holthoefer, A. Rivero, and Y. Moreno, 2011. "The dynamics of protest recruitment through an online network". Scientific Reports, volume 1, article number 197, at http://www.nature.com/articles/srep00197, accessed 1 November 2016. doi: http://dx.doi.org/10.1038/srep00197, accessed 1 November 2016.
    • (2011) Scientific Reports , vol.1
    • González-Bailón, S.1    Borge-Holthoefer, J.2    Rivero, A.3    Moreno, Y.4
  • 27
    • 84863569052 scopus 로고    scopus 로고
    • Socialbots: Voices from the fronts
    • accessed 1 November 2016
    • T. Hwang, I. Pearce, and M. Nanis, 2012. "Socialbots: Voices from the fronts". Interactions, volume 19, number 2, pp. 38-45. doi: http://dx.doi.org/10.1145/2090150.2090161, accessed 1 November 2016.
    • (2012) Interactions , vol.19 , Issue.2 , pp. 38-45
    • Hwang, T.1    Pearce, I.2    Nanis, M.3
  • 29
    • 84857959432 scopus 로고    scopus 로고
    • Opening closed regimes: What was the role of social media during the Arab Spring?
    • Memo 2011.1; version accessed 1 November 2016
    • P.N. Howard, A. Duffy, D. Freelon, M.M. Hussain, W. Mari, and M. Maziad, 2011. "Opening closed regimes: What was the role of social media during the Arab Spring?". Project on Information Technology and Political Islam Data, Memo 2011.1; version at https://www.library.cornell.edu/colldev/mideast/Role%20of%20Social%20Media%20During%20the%20Arab%20Spring.pdf, accessed 1 November 2016.
    • (2011) Project on Information Technology and Political Islam Data
    • Howard, P.N.1    Duffy, A.2    Freelon, D.3    Hussain, M.M.4    Mari, W.5    Maziad, M.6
  • 30
    • 84996982602 scopus 로고    scopus 로고
    • Where Dd bots come from? An analysis of bot codes shared on GitHub
    • accessed 1 November 2016
    • B. Kollanyi, 2016. "Where Dd bots come from? An analysis of bot codes shared on GitHub". International Journal of Communication, volume 10, pp. 4,932-4,951, and at http://ijoc.org/index.php/ijoc/article/view/6136, accessed 1 November 2016.
    • (2016) International Journal of Communication , vol.10 , pp. 4932-4951
    • Kollanyi, B.1
  • 31
    • 85019730637 scopus 로고    scopus 로고
    • Bots and automation over Twitter during the first U.S. Presidential debate
    • (14 October), accessed 1 November 2016
    • B. Kollanyi, P.N. Howard, and S.C. Woolley, 2016. "Bots and automation over Twitter during the first U.S. Presidential debate". COMPROP Data Memo 2016.1 (14 October), at http://politicalbots.org/wp-content/uploads/2016/10/Data-Memo-First-Presidential-Debate.pdf, accessed 1 November 2016.
    • (2016) COMPROP Data Memo 2016.1
    • Kollanyi, B.1    Howard, P.N.2    Woolley, S.C.3
  • 32
    • 79961088421 scopus 로고    scopus 로고
    • Networking democracy? Social media innovations and participatory politics, Information
    • accessed 1 November 2016
    • B.D. Loader and D. Mercea, 2011. "Networking democracy? Social media innovations and participatory politics, Information". Communication & Society, volume 14, number 6, pp. 757-769. doi: http://dx.doi.org/10.1080/1369118X.2011.592648, accessed 1 November 2016.
    • (2011) Communication & Society , vol.14 , Issue.6 , pp. 757-769
    • Loader, B.D.1    Mercea, D.2
  • 33
    • 85043563951 scopus 로고    scopus 로고
    • When bots tweet: Toward a normative framework for bots on social networking sites
    • accessed 1 November 2016
    • N. Maréchal, 2016. "When bots tweet: Toward a normative framework for bots on social networking sites". International Journal of Communication, volume 10, at http://ijoc.org/index.php/ijoc/article/view/6180, accessed 1 November 2016.
    • (2016) International Journal of Communication , vol.10
    • Maréchal, N.1
  • 34
    • 84880674077 scopus 로고    scopus 로고
    • You followed my bot! Transforming robots into influential users in Twitter
    • accessed 1 November 2016
    • J. Messias, L. Schmidt, R. Oliveira, and F. Benevenuto, 2013. "You followed my bot! Transforming robots into influential users in Twitter". First Monday, volume 18, number 7, at http://firstmonday.org/article/view/4217/3700, accessed 1 November 2016. doi: http://dx.doi.org/10.5210/fm.v18i7.4217, accessed 1 November 2016.
    • (2013) First Monday , vol.18 , Issue.7
    • Messias, J.1    Schmidt, L.2    Oliveira, R.3    Benevenuto, F.4
  • 35
    • 84867809678 scopus 로고    scopus 로고
    • Social media and the elections
    • (26 October) accessed 1 November 2016
    • P.T. Metaxas and E. Mustafaraj, 2012. "Social media and the elections". Science, volume 338, number 6106 (26 October), pp. 472-473. doi: http://dx.doi.org/10.1126/science.1230456, accessed 1 November 2016.
    • (2012) Science , vol.338 , Issue.6106 , pp. 472-473
    • Metaxas, P.T.1    Mustafaraj, E.2
  • 39
    • 79958831866 scopus 로고    scopus 로고
    • The political power of social media: Technology, the public sphere, and political change
    • accessed 1 November 2016
    • C. Shirky, 2011. "The political power of social media: Technology, the public sphere, and political change". Foreign Affairs, volume 90, number 1, pp. 28-41, at https://www.foreignaffairs.com/articles/2010-12-20/political-power-social-media, accessed 1 November 2016.
    • (2011) Foreign Affairs , vol.90 , Issue.1 , pp. 28-41
    • Shirky, C.1
  • 40
    • 84996683220 scopus 로고    scopus 로고
    • Automation, big data and politics: A research review
    • accessed 1 November 2016
    • S. Shorey and P.N. Howard, 2016. "Automation, big data and politics: A research review". International Journal of Communication, volume 10, at http://ijoc.org/index.php/ijoc/article/view/6233, accessed 1 November 2016.
    • (2016) International Journal of Communication , vol.10
    • Shorey, S.1    Howard, P.N.2
  • 44
    • 84906071063 scopus 로고    scopus 로고
    • Engineering the public: Big data, surveillance and computational politics
    • accessed 1 November 2016
    • Z. Tufekci, 2014. "Engineering the public: Big data, surveillance and computational politics". First Monday, volume 19, number 7, at http://firstmonday.org/article/view/4901/4097, accessed 1 November 2016. doi: http://dx.doi.org/10.5210/fm.v19i7.4901, accessed 1 November 2016.
    • (2014) First Monday , vol.19 , Issue.7
    • Tufekci, Z.1
  • 45
    • 84859309799 scopus 로고    scopus 로고
    • Social media and the decision to participate in political protest: Observations from Tahrir Square
    • accessed 1 November 2016
    • Z. Tufekci and C. Wilson, 2012. "Social media and the decision to participate in political protest: Observations from Tahrir Square". Journal of Communication, volume 62, number 2, pp. 363-379. doi: http://dx.doi.org/10.1111/j.1460-2466.2012.01629.x, accessed 1 November 2016.
    • (2012) Journal of Communication , vol.62 , Issue.2 , pp. 363-379
    • Tufekci, Z.1    Wilson, C.2
  • 47
    • 85017150639 scopus 로고    scopus 로고
    • Political communication, computational propaganda, and autonomous agents-Introduction
    • accessed 1 November 2016
    • S.C. Woolley and P.N. Howard, 2016. "Political communication, computational propaganda, and autonomous agents-Introduction". International Journal of Communication, volume 10, at http://ijoc.org/index.php/ijoc/article/view/6298, accessed 1 November 2016.
    • (2016) International Journal of Communication , vol.10
    • Woolley, S.C.1    Howard, P.N.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.