{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,9]],"date-time":"2026-07-09T14:36:01Z","timestamp":1783607761362,"version":"3.55.0"},"reference-count":88,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2012,8,25]],"date-time":"2012-08-25T00:00:00Z","timestamp":1345852800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Soc. Netw. Anal. Min."],"published-print":{"date-parts":[[2013,12]]},"DOI":"10.1007\/s13278-012-0079-3","type":"journal-article","created":{"date-parts":[[2012,8,24]],"date-time":"2012-08-24T14:31:06Z","timestamp":1345818666000},"page":"1277-1291","source":"Crossref","is-referenced-by-count":419,"title":["Social media and political communication: a social media analytics framework"],"prefix":"10.1007","volume":"3","author":[{"given":"Stefan","family":"Stieglitz","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Linh","family":"Dang-Xuan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2012,8,25]]},"reference":[{"key":"79_CR1","doi-asserted-by":"crossref","unstructured":"Adamic L, Glance N (2005) The political blogosphere and the 2004 U.S. election: divided they blog. In: Proceedings of the 3rd international workshop on link discovery, pp 36\u201343","DOI":"10.1145\/1134271.1134277"},{"key":"79_CR2","doi-asserted-by":"crossref","unstructured":"Adar E, Adamic L (2005) Tracking information epidemics in blogspace. In: Proceedings of the IEEE\/WIC\/ACM international conference on web intelligence, pp 207\u2013214","DOI":"10.1109\/WI.2005.151"},{"key":"79_CR3","unstructured":"Adar E, Adamic L, Zhang L, Lukose R (2004) Implicit structure and the dynamics of blogspace. Paper presented at the 13th international World Wide Web conference"},{"key":"79_CR4","unstructured":"Aday S, Farrel H, Lynch M, Sides J, Kelly J, Zuckerman E (2010) Blogs and bullets: New media in contentious politics. Technical report, U.S. Institute of Peace"},{"key":"79_CR5","doi-asserted-by":"crossref","unstructured":"Aggarwal CC, Han J, Wang J, Yu PS (2003) A framework for clustering evolving data streams. In: Proceedings of VLDB\u201903, pp 81\u201392","DOI":"10.1016\/B978-012722442-8\/50016-1"},{"key":"79_CR6","doi-asserted-by":"crossref","unstructured":"Agrawal D, Budak C, El Abbadi A (2011) Information diffusion in social networks: observing and influencing societal interests. In: Proceedings of VLDB\u201911","DOI":"10.1145\/2063576.2064036"},{"key":"79_CR7","unstructured":"Ammann SL (2010) A political campaign message in 140 characters or less: the use of Twitter by U.S. Senate Candidates in 2010. http:\/\/ssrn.com\/abstract=1725477"},{"key":"79_CR8","first-page":"75","volume-title":"Proceedings of IEEE information visualization symposium, Seattle, USA","author":"D Auber","year":"2003","unstructured":"Auber D, Chiricota Y, Jourdan F, Melancon G (2003) Multiscale visualization of small-world networks. In: North SC, Munzner T (eds) Proceedings of IEEE information visualization symposium, Seattle, USA. IEEE Computer Press, San Francisco, pp 75\u201381"},{"key":"79_CR9","volume-title":"Linked: the new science of networks","author":"A Barabasi","year":"2002","unstructured":"Barabasi A (2002) Linked: the new science of networks. Perseus, Cambridge"},{"key":"79_CR10","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1177\/0894439309334325","volume":"28","author":"JC Baumgartner","year":"2010","unstructured":"Baumgartner JC, Morris JS (2010) Myfacetube politics: social networking web sites and political engagement of young adults. Soc Sci Comp Rev 28:24\u201344","journal-title":"Soc Sci Comp Rev"},{"key":"79_CR11","unstructured":"Benkler Y (2006) The wealth of networks: How social production transforms markets and freedom. Yale University Press, New Haven"},{"key":"79_CR12","volume-title":"Contesting media power: alternative media in a networked world","author":"L Bennett","year":"2003","unstructured":"Bennett L (2003) New media power: the Internet and global activism. In: Couldry N, Curran J (eds) Contesting media power: alternative media in a networked world. Rowman & Littlefield, Littlefield"},{"key":"79_CR88","unstructured":"Blei DM, Ng AY, Jordan MI, Lafferty J (2003) Latent dirichlet allocation. J Mach Learn Res 3:993\u20131022"},{"key":"79_CR89","doi-asserted-by":"crossref","unstructured":"Blei DM (2011) Introduction to probabilistic topic models. Comm ACM 55(4):77\u201384","DOI":"10.1145\/2133806.2133826"},{"key":"79_CR13","unstructured":"Budak C, Agrawal D, El Abbadi A (2011) Structural trend analysis for online social networks. Technical Report UCSB\/CS-2011-04, UCSB"},{"key":"79_CR14","volume-title":"Internet politics: states, citizens, and new communications technologies","author":"A Chadwick","year":"2006","unstructured":"Chadwick A (2006) Internet politics: states, citizens, and new communications technologies. Oxford University Press, New York"},{"key":"79_CR15","doi-asserted-by":"crossref","unstructured":"Chen D, Tang J, Li J, Zhou L (2009) Discovering the staring people from social networks. WWW\u201909: Proceedings of the 18th international conference on World Wide Web. ACM, New York, pp 1219\u20131220","DOI":"10.1145\/1526709.1526937"},{"key":"79_CR17","doi-asserted-by":"crossref","unstructured":"Conover MD, Ratkiewicz J, Francisco M, Gonalves B, Flammini A, Menczer F (2011) Political polarization on Twitter. In: Proceedings of the 5th international conference on weblogs and social media","DOI":"10.1609\/icwsm.v5i1.14126"},{"key":"79_CR18","volume-title":"The public participation handbook: making better decisions through citizen involvement","author":"JL Creighton","year":"2005","unstructured":"Creighton JL (2005) The public participation handbook: making better decisions through citizen involvement. Jossey-Bass, San Francisco"},{"issue":"2","key":"79_CR19","first-page":"4","volume":"8","author":"M Doerfel","year":"1996","unstructured":"Doerfel M, Barnett G (1996) The use of Catpac for text analysis. Cult Anthropol Methods J 8(2):4\u20137","journal-title":"Cult Anthropol Methods J"},{"key":"79_CR20","unstructured":"Facebook (2011) Facebook Official Statistics. http:\/\/www.facebook.com\/press\/info.php?statistics"},{"issue":"1","key":"79_CR21","first-page":"15","volume":"134","author":"H Farrell","year":"2008","unstructured":"Farrell H, Drezner D (2008) The power and politics of blogs. Public Choice 134(1):15\u201330","journal-title":"Public Choice"},{"key":"79_CR22","volume-title":"Research methods in social network analysis","year":"1989","unstructured":"Freeman LC, White DR, Romney AK (eds) (1989) Research methods in social network analysis. Transaction books, New Brunswick"},{"key":"79_CR23","volume-title":"Iran election: quantifying online activism. In: Proceedings of WebSci\u201910: extending the frontiers of society on-line","author":"D Gaffney","year":"2010","unstructured":"Gaffney D (2010) Iran election: quantifying online activism. In: Proceedings of WebSci\u201910: extending the frontiers of society on-line. USA, Raleigh, NC"},{"key":"79_CR87","doi-asserted-by":"crossref","unstructured":"Gilbert F, Simonetto P, Zaidi F, Jourdan F, Bourqui R (2011) Communities and hierarchical structures in dynamic social networks: analysis and visualization. Soc Netw Anal Min 1:83\u201395","DOI":"10.1007\/s13278-010-0002-8"},{"key":"79_CR24","doi-asserted-by":"crossref","first-page":"8271","DOI":"10.1073\/pnas.122653799","volume":"99","author":"M Girvan","year":"2002","unstructured":"Girvan M, Newman MEJ (2002) Community structure in social and biological networks. Proc Natl Acad Sci USA 99:8271\u20138276","journal-title":"Proc Natl Acad Sci USA"},{"issue":"8","key":"79_CR25","doi-asserted-by":"crossref","first-page":"1612","DOI":"10.1002\/asi.21344","volume":"61","author":"J Golbeck","year":"2010","unstructured":"Golbeck J, Grimes JM, Rogers A (2010) Twitter use by the U.S. Congress. J Am Soc Inf Technol 61(8):1612\u20131621","journal-title":"J Am Soc Inf Technol"},{"issue":"6","key":"79_CR26","doi-asserted-by":"crossref","first-page":"825","DOI":"10.1007\/s00778-010-0207-5","volume":"19","author":"D Gruhl","year":"2010","unstructured":"Gruhl D, Nagarajan M, Pieper J, Robson C, Sheth A (2010) Multimodal social intelligence in a real-time dashboard system. Int J Very Large Data Bases 19(6):825\u2013848","journal-title":"Int J Very Large Data Bases"},{"key":"79_CR27","unstructured":"Hacker K, Coombs M, Weaver C, McCulloh G (2006) Possible uses of blogs and computer-mediated communication (CMC) for depolarizing political discourse. Paper presented to the Communication and Technology division (debate panel), Dresden, Germany"},{"issue":"2","key":"79_CR28","doi-asserted-by":"crossref","first-page":"142","DOI":"10.1108\/09593840510601513","volume":"18","author":"SC Herring","year":"2005","unstructured":"Herring SC, Scheidt LA, Bonus S, Wright E (2005) Weblogs as a bridging genre. Inform Technol People 18(2):142\u2013171","journal-title":"Inform Technol People"},{"key":"79_CR29","unstructured":"Hillard D, Purpura S, Wilkerson J (2007) An active learning framework for classifiying political text. In: Annual Meeting of the Midwest Political Science Association, Chicago"},{"key":"79_CR86","doi-asserted-by":"crossref","unstructured":"Hofmann T (1999) Probabilistic latent semantic indexing. In: Proceedings of the 22nd annual international SIGIR conference on research and development in information retrieval","DOI":"10.1145\/312624.312649"},{"key":"79_CR30","doi-asserted-by":"crossref","unstructured":"Hong S, Nadler D (2011) Does the Early Bird Move the Polls? The use of the social media tool \u2018Twitter\u2019 by U.S. politicians and its impact on public opinion. In: Proceedings of the International Conference on Digital Government Research","DOI":"10.1145\/2037556.2037583"},{"key":"79_CR31","unstructured":"HuffPost Tech (2011) Twitter: we now have over 200 million accounts (update) http:\/\/www.huffingtonpost.com\/2011\/04\/28\/twitter-number-of-users_n_855177.html"},{"key":"79_CR32","doi-asserted-by":"crossref","unstructured":"Ingenhoff D, R\u00f6ttger U (2008) Issues management. Ein zentrales Verfahren der Unternehmenskommunikation. In: Schmidt B (ed) Unternehmenskommunikation. Kommunikationsmanagement aus der Sicht der Unternehmensf\u00fchrung, pp 323\u2013354","DOI":"10.1007\/978-3-8349-9883-5_7"},{"key":"79_CR33","doi-asserted-by":"crossref","unstructured":"Kalnis P, Mamoulis N, Bakiras S (2005) On discovering moving clusters in spatio-temporal data. In: SSTD, pp 364\u2013381","DOI":"10.1007\/11535331_21"},{"issue":"1","key":"79_CR34","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1016\/j.bushor.2009.09.003","volume":"53","author":"AM Kaplan","year":"2010","unstructured":"Kaplan AM, Haenlein M (2010) Users of the world, unite! The challenges and opportunities of Social Media. Bus Horiz 53(1):59\u201368","journal-title":"Bus Horiz"},{"issue":"5","key":"79_CR35","first-page":"67","volume":"24","author":"D Karpf","year":"2009","unstructured":"Karpf D (2009) Blogosphere research: a mixed-methods approach to rapidly changing systems. IEEE Intell Syst 24(5):67\u201370","journal-title":"IEEE Intell Syst"},{"key":"79_CR36","doi-asserted-by":"crossref","unstructured":"Kasiviswanathan SP, Melville P, Banerjee A, Sindhwani V (2011) Emerging topic detection using dictionary learning. In: Proceedings of CIKM\u201911","DOI":"10.1145\/2063576.2063686"},{"key":"79_CR37","doi-asserted-by":"crossref","unstructured":"Kavanaugh A, Fox EA, Sheetz S, Yang S, Li LT, Whalen T, Shoemaker D, Natsev P, Xie L (2011) Social media use by government: from the routine to the critical. In: Proceedings of the 12th Annual International Digital Government Research Conference: Digital Government Innovation in Challenging Times, College Park, Maryland, 12\u201315 June, 2011","DOI":"10.1145\/2037556.2037574"},{"issue":"2","key":"79_CR38","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1207\/s15456889ajc1302_2","volume":"13","author":"BK Kaye","year":"2005","unstructured":"Kaye BK (2005) It\u2019s a blog, blog, blog world. Atl J Commun 13(2):73\u201395","journal-title":"Atl J Commun"},{"key":"79_CR39","unstructured":"Krippendorff K (2004) Content analysis. An introduction to its methodology, 2nd edn. The Sage Commtext Series. Sage Publications Ltd., London"},{"key":"79_CR40","doi-asserted-by":"crossref","unstructured":"Kushin M, Kitchener K (2009) Getting political on social network sites: Exploring online political discourse on Facebook. First Monday 14(11)","DOI":"10.5210\/fm.v14i11.2645"},{"key":"79_CR41","unstructured":"Larson K, Watson RT (2011) The value of social media: toward measuring social media strategies. In: Proceedings of ICIS 2011, Shanghai, China"},{"key":"79_CR42","unstructured":"Larsson A, Moe H (2011) Who tweets? Tracking microblogging use in the 2010 Swedish election campaign. In: ECIS 2011 Proceedings, Paper 251"},{"issue":"4","key":"79_CR43","doi-asserted-by":"crossref","first-page":"419","DOI":"10.1177\/0894439310382749","volume":"29","author":"DS Lassen","year":"2011","unstructured":"Lassen DS, Brown AR (2011) Twitter: The electoral connection? Soc Sci Comp Rev 29(4):419\u2013436","journal-title":"Soc Sci Comp Rev"},{"key":"79_CR44","doi-asserted-by":"crossref","unstructured":"Leskovec J (2011) Social media analytics: tracking, modeling and predicting the flow of information through networks. In: Proceedings of WWW (Companion Volume) 2011, pp 277\u2013278","DOI":"10.1145\/1963192.1963309"},{"key":"79_CR45","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1109\/MIS.2010.153","volume":"25","author":"B Liu","year":"2010","unstructured":"Liu B (2010) Sentiment analysis: a multifaceted problem. IEEE Intell Syst 25:76\u201380","journal-title":"IEEE Intell Syst"},{"key":"79_CR85","doi-asserted-by":"crossref","unstructured":"Liu B (2011) Web data mining: exploring hyperlinks, contents, and usage data. Springer, Heidelberg","DOI":"10.1007\/978-3-642-19460-3"},{"key":"79_CR46","unstructured":"Liu R, Guo W (2011) HMM-based state prediction for Internet hot topic. In: Proceedings of the IEEE International Conference on Computer Science and Automation Engineering (CSAE)"},{"key":"79_CR47","doi-asserted-by":"crossref","unstructured":"Mathioudakis M, Koudas N, Marbach P (2010) Early online identification of attention gathering items in social media. In: Proceedings of the third ACM international conference on Web search and data mining, New York, 4\u20136 February, 2010, USA","DOI":"10.1145\/1718487.1718525"},{"issue":"3","key":"79_CR48","first-page":"20","volume":"47","author":"A McAfee","year":"2006","unstructured":"McAfee A (2006) Enterprise 2.0: the dawn of emergent collaboration. MIT Sloan Management Rev 47(3):20\u201328","journal-title":"MIT Sloan Management Rev"},{"issue":"3","key":"79_CR49","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1111\/j.1541-1338.2007.00278.x","volume":"24","author":"L McKenna","year":"2007","unstructured":"McKenna L (2007) \u201cGetting the word out:\u201d policy bloggers use their soap box to make change. Rev Policy Res 24(3):209\u2013229","journal-title":"Rev Policy Res"},{"issue":"1","key":"79_CR50","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1007\/s11127-007-9203-8","volume":"134","author":"L McKenna","year":"2007","unstructured":"McKenna L, Pole A (2007) What do bloggers do: an aver-age day on an average political blog. Public Choice 134(1):97\u2013108","journal-title":"Public Choice"},{"issue":"4","key":"79_CR51","doi-asserted-by":"crossref","first-page":"351","DOI":"10.1093\/pan\/mpn017","volume":"16","author":"BL Monroe","year":"2008","unstructured":"Monroe BL, Schrodt PA (2008) Introduction to the special issue: the statistical analysis of political text. Political Anal 16(4):351\u2013355","journal-title":"Political Anal"},{"key":"79_CR52","unstructured":"Munson S, Resnick P (2011) The prevalence of political discourse in non-political blogs. In: Proceedings of 5th International Conference on Weblogs and Social Media (ICWSM 2011)"},{"key":"79_CR53","doi-asserted-by":"crossref","unstructured":"Nagarajan M, Sheth A, Velmurugan S (2011) Citizen sensor data mining, social media analytics and development centric web applications. In: Proceedings of the 20th international conference companion on world wide web (WWW\u201911), pp 289\u2013290","DOI":"10.1145\/1963192.1963315"},{"issue":"2 Pt 2","key":"79_CR54","doi-asserted-by":"crossref","first-page":"026113","DOI":"10.1103\/PhysRevE.69.026113","volume":"69","author":"ME Newman","year":"2004","unstructured":"Newman ME, Girvan M (2004) Finding and evaluating community structure in networks. Phys Rev E Stat Nonlin Soft Matter Phys 69(2 Pt 2):026113","journal-title":"Phys Rev E Stat Nonlin Soft Matter Phys"},{"issue":"1\u20132","key":"79_CR55","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1561\/1500000011","volume":"2","author":"B Pang","year":"2008","unstructured":"Pang B, Lee L (2008) Opinion mining and sentiment analysis. Found Trends Inf Retr 2(1\u20132):1\u2013135","journal-title":"Found Trends Inf Retr"},{"key":"79_CR56","first-page":"2095","volume":"2011","author":"C Paris","year":"2011","unstructured":"Paris C, Wan S (2011) Listening to the community: social media monitoring tasks for improving government services. Proc Ext Abstr CHI ACM 2011:2095\u20132100","journal-title":"Proc Ext Abstr CHI ACM"},{"key":"79_CR57","first-page":"407","volume":"2010","author":"J Prabhu","year":"2010","unstructured":"Prabhu J, Sudharshan M, Saravanan M, Prasad G (2010) Augmenting rapid clustering method for social network analysis. Int Conf Adv Soc Netw Analysis Min 2010:407\u2013408","journal-title":"Int Conf Adv Soc Netw Analysis Min"},{"key":"79_CR58","doi-asserted-by":"crossref","first-page":"11","DOI":"10.3233\/IP-2010-0196","volume":"15","author":"SP Robertson","year":"2010","unstructured":"Robertson SP, Vatrapu RK, Medina R (2010) Off the wall political discourse: Facebook use in the 2008 U.S. Presidential election. Information Polity 15:11\u201331","journal-title":"Information Polity"},{"key":"79_CR59","doi-asserted-by":"crossref","unstructured":"Romero DM, Galuba W, Asur S, Huberman BA (2011) Influence and passivity in social media. In: Proceedings of the 20th international conference companion on World wide web, pp 113\u2013114","DOI":"10.1145\/1963192.1963250"},{"issue":"1","key":"79_CR60","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1007\/s13278-010-0011-7","volume":"1","author":"D Rosen","year":"2011","unstructured":"Rosen D, Barnett G, Kim JH (2011) Social networks and online environments: when science and practice co-evolve. Soc Netw Analysis Min 1(1):27\u201342","journal-title":"Soc Netw Analysis Min"},{"key":"79_CR61","doi-asserted-by":"crossref","unstructured":"Scharkow M (2011) Thematic content analysis using supervised machine learning. An empirical evaluation using German online news. Quality Quantity (online first)","DOI":"10.1007\/s11135-011-9545-7"},{"key":"79_CR62","doi-asserted-by":"crossref","unstructured":"Schmidt J (2007) Blogging practices: an analytical framework. J Comput Mediat Commun 12(4):1409\u20131427","DOI":"10.1111\/j.1083-6101.2007.00379.x"},{"key":"79_CR63","volume-title":"Handbook of social network analysis","year":"2011","unstructured":"Scott J, Carrington PC (eds) (2011) Handbook of social network analysis. Sage, London"},{"issue":"1","key":"79_CR64","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/505282.505283","volume":"34","author":"F Sebastiani","year":"2002","unstructured":"Sebastiani F (2002) Machine learning in automated text categorization. ACM Comput Surv 34(1):1\u201347","journal-title":"ACM Comput Surv"},{"key":"79_CR83","doi-asserted-by":"crossref","unstructured":"Stieglitz S, Kaufhold C (2011) Automatic full text analysis in public social media - adoption of a software prototype to investigate political communication. Procedia Comput Sci 5:776\u2013781","DOI":"10.1016\/j.procs.2011.07.104"},{"key":"79_CR65","unstructured":"Stieglitz S, Dang-Xuan L, Brockmann T (2012) Usage of social media for political communication in Germany. In: Proceedings of PACIS 2012, forthcoming"},{"key":"79_CR66","volume-title":"The general inquirer: a computer approach to content analysis","author":"P Stone","year":"1966","unstructured":"Stone P, Dunphy D, Smith M, Ogilvie D (1966) The general inquirer: a computer approach to content analysis. The MIT Press, Cambridge"},{"issue":"2","key":"79_CR67","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1111\/1467-9760.00148","volume":"10","author":"C Sunstein","year":"2002","unstructured":"Sunstein C (2002) The law of group polarization. J Political Philos 10(2):175\u2013195","journal-title":"J Political Philos"},{"key":"79_CR84","doi-asserted-by":"crossref","unstructured":"Takacs G, Pilaszy I, Nemeth G, Tikk D (2007) On the gravity recommendation system. In: Proceeding of KDD cup and workshop","DOI":"10.1145\/1345448.1345466"},{"issue":"4","key":"79_CR68","doi-asserted-by":"crossref","first-page":"402","DOI":"10.1177\/0894439310386557","volume":"29","author":"A Tumasjan","year":"2011","unstructured":"Tumasjan A, Sprenger T, Sandner P, Welpe L (2011) Election forecasts with Twitter: how 140 characters reflect the political landscape. Soc Sci Comput Rev 29(4):402\u2013418","journal-title":"Soc Sci Comput Rev"},{"key":"79_CR69","doi-asserted-by":"crossref","first-page":"221","DOI":"10.1111\/j.1083-6101.2009.01438.x","volume":"14","author":"S Utz","year":"2009","unstructured":"Utz S (2009) The (potential) benefits of campaigning via social network sites. J Comput Mediat Commun 14:221\u2013243","journal-title":"J Comput Mediat Commun"},{"key":"79_CR70","volume-title":"Semantic network analysis: techniques for extracting, representing, and querying media content","author":"W Atteveldt van","year":"2008","unstructured":"van Atteveldt W (2008) Semantic network analysis: techniques for extracting, representing, and querying media content. BookSurge Publishers, Charleston"},{"key":"79_CR71","doi-asserted-by":"crossref","unstructured":"Vitak J, Zube P, Sfmock A, Caleb T, Ellison N, Lampe C (2011) It\u2019s complicated: Facebook users\u2019 political participation in the 2008 election. Cyberpsychol Behav Soc Netw 14(3):107\u2013114","DOI":"10.1089\/cyber.2009.0226"},{"key":"79_CR72","doi-asserted-by":"crossref","first-page":"293","DOI":"10.1177\/000765039403300304","volume":"33","author":"S Wartick","year":"1994","unstructured":"Wartick S, Mahon J (1994) Toward a substantive definition oft he corporate issue construct\u2014a review and synthesis of the literature. Business Soc 33:293\u2013311","journal-title":"Business Soc"},{"key":"79_CR73","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9780511815478","volume-title":"Social network analysis: methods and applications","author":"S Wasserman","year":"1994","unstructured":"Wasserman S, Faust K (1994) Social network analysis: methods and applications. Cambridge University Press, New York"},{"issue":"4","key":"79_CR74","doi-asserted-by":"crossref","first-page":"669","DOI":"10.2307\/25750700","volume":"34","author":"S Wattal","year":"2010","unstructured":"Wattal S, Schuff D, Mandviwalla M, Williams C (2010) Web 2.0 and politics: the 2008 U.S. presidential election and an e-politics research agenda. MIS Q 34(4):669\u2013688","journal-title":"MIS Q"},{"key":"79_CR75","unstructured":"Wigand RT, Wood JD, Mande DM (2010) Taming the social network jungle: from web 2.0 to social media. In: Proceedings of the Americas Conference on Information Systems, Paper 416"},{"key":"79_CR76","unstructured":"Williams C, Gulati G (2007) Social networks in political campaigns: Facebook and the 2006 midterm elections. Annual Meeting of the American Political Science Association"},{"key":"79_CR77","unstructured":"Williams C, Gulati G (2009) Facebook grows up: an empirical assessment of its role in the 2008 congressional elections. Annual Meeting of the Midwest Political Science Association"},{"key":"79_CR78","volume-title":"Social structure and opinion formation","author":"F Wu","year":"2004","unstructured":"Wu F, Huberman B (2004) Social structure and opinion formation. HP Labs Research Paper, Palo Alto"},{"key":"79_CR79","first-page":"1","volume":"20","author":"S Yardi","year":"2010","unstructured":"Yardi S, Boyd D (2010) Dynamic debates: an analysis of group polarization over time on twitter. Bull Sci Technol Soc 20:1\u20138","journal-title":"Bull Sci Technol Soc"},{"key":"79_CR80","doi-asserted-by":"crossref","unstructured":"Zeng J, Zhang S, Wu C, Xie J (2007) Predictive model for internet public opinion. In: Proceedings of the Fourth International Conference on Fuzzy Systems and Knowledge Discovery (FSKD 2007)","DOI":"10.1109\/FSKD.2007.453"},{"issue":"6","key":"79_CR81","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1109\/MIS.2010.151","volume":"25","author":"D Zeng","year":"2010","unstructured":"Zeng D, Chen H, Lusch R, Li S (2010) Social media analytics and intelligence. IEEE Intell Syst 25(6):13\u201316","journal-title":"IEEE Intell Syst"},{"key":"79_CR82","doi-asserted-by":"crossref","first-page":"75","DOI":"10.1177\/0894439309335162","volume":"28","author":"W Zhang","year":"2010","unstructured":"Zhang W, Johnson TJ, Seltzer T, Bichard S (2010) The revolution will be networked: the influence of social networking sites on political attitudes and behavior. Soc Sci Comput Rev 28:75\u201392","journal-title":"Soc Sci Comput Rev"}],"container-title":["Social Network Analysis and Mining"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13278-012-0079-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s13278-012-0079-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13278-012-0079-3","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,4,28]],"date-time":"2024-04-28T17:59:12Z","timestamp":1714327152000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s13278-012-0079-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,8,25]]},"references-count":88,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2013,12]]}},"alternative-id":["79"],"URL":"https:\/\/doi.org\/10.1007\/s13278-012-0079-3","relation":{},"ISSN":["1869-5450","1869-5469"],"issn-type":[{"value":"1869-5450","type":"print"},{"value":"1869-5469","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,8,25]]}}}