{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,3]],"date-time":"2026-07-03T16:44:09Z","timestamp":1783097049656,"version":"3.54.6"},"reference-count":55,"publisher":"Springer Science and Business Media LLC","issue":"11","license":[{"start":{"date-parts":[[2020,1,24]],"date-time":"2020-01-24T00:00:00Z","timestamp":1579824000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2020,1,24]],"date-time":"2020-01-24T00:00:00Z","timestamp":1579824000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61471157"],"award-info":[{"award-number":["61471157"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61772090"],"award-info":[{"award-number":["61772090"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61801055"],"award-info":[{"award-number":["61801055"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"crossref","award":["26120182018B23014"],"award-info":[{"award-number":["26120182018B23014"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea","doi-asserted-by":"publisher","award":["NRF-2017R1C1B5017464"],"award-info":[{"award-number":["NRF-2017R1C1B5017464"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Ambient Intell Human Comput"],"published-print":{"date-parts":[[2023,11]]},"DOI":"10.1007\/s12652-019-01623-5","type":"journal-article","created":{"date-parts":[[2020,1,24]],"date-time":"2020-01-24T07:02:30Z","timestamp":1579849350000},"page":"15301-15313","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":59,"title":["Identification and role of opinion leaders in information diffusion for online discussion network"],"prefix":"10.1007","volume":"14","author":[{"given":"Ateeq Ur","family":"Rehman","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Aimin","family":"Jiang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Abdul","family":"Rehman","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0737-2021","authenticated-orcid":false,"given":"Anand","family":"Paul","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sadia","family":"din","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Muhammad Tariq","family":"Sadiq","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2020,1,24]]},"reference":[{"key":"1623_CR1","doi-asserted-by":"publisher","DOI":"10.3390\/en11082089","author":"R Abdul","year":"2018","unstructured":"Abdul R, Paul A, Gul MJ et al (2018) Exploiting small world problems in a SIoT environment. Energies. https:\/\/doi.org\/10.3390\/en11082089","journal-title":"Energies"},{"key":"1623_CR2","doi-asserted-by":"publisher","first-page":"180642","DOI":"10.1098\/rsos.180642","volume":"5","author":"M Adalat","year":"2018","unstructured":"Adalat M, Niazi MA, Vasilakos AV (2018) Variations in power of opinion leaders in online communication networks. R Soc Open Sci 5:180642. https:\/\/doi.org\/10.1098\/rsos.180642","journal-title":"R Soc Open Sci"},{"key":"1623_CR3","doi-asserted-by":"crossref","unstructured":"Agarwal N, Nitin (2008) A study of communities and influence in blogosphere. In: Proceedings of the 2nd SIGMOD PhD workshop on Innovative database research\u2014IDAR\u201908. ACM Press, New York, New York, USA, pp 19\u201324","DOI":"10.1145\/1410308.1410314"},{"key":"1623_CR4","doi-asserted-by":"crossref","unstructured":"Agarwal N, Liu H, Tang L, Yu PS (2008) Identifying the influential bloggers in a community. In: Proceedings of the international conference on Web search and web data mining\u2014WSDM\u201908. ACM Press, New York, New York, USA, pp 207\u2013218","DOI":"10.1145\/1341531.1341559"},{"key":"1623_CR5","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1177\/2158244018794773","volume":"8","author":"E Akar","year":"2018","unstructured":"Akar E, Mardikyan S (2018) User roles and contribution patterns in online communities: a managerial perspective. SAGE Open 8:1\u201319. https:\/\/doi.org\/10.1177\/2158244018794773","journal-title":"SAGE Open"},{"key":"1623_CR6","doi-asserted-by":"publisher","first-page":"495","DOI":"10.1080\/10447318.2018.1465325","volume":"35","author":"E Akar","year":"2018","unstructured":"Akar E, Mardikyan S, Dalgic T (2018) User roles in online communities and their moderating effect on online community usage intention: an integrated approach. Int J Hum Comput Interact 35:495\u2013509. https:\/\/doi.org\/10.1080\/10447318.2018.1465325","journal-title":"Int J Hum Comput Interact"},{"key":"1623_CR7","doi-asserted-by":"publisher","first-page":"659","DOI":"10.1177\/0165551515605217","volume":"42","author":"A Aleahmad","year":"2016","unstructured":"Aleahmad A, Karisani P, Rahgozar M, Oroumchian F (2016) OLFinder: finding opinion leaders in online social networks. J Inf Sci 42:659\u2013674. https:\/\/doi.org\/10.1177\/0165551515605217","journal-title":"J Inf Sci"},{"key":"1623_CR8","doi-asserted-by":"publisher","first-page":"278","DOI":"10.1016\/j.physa.2016.11.002","volume":"468","author":"MA Al-garadi","year":"2017","unstructured":"Al-garadi MA, Varathan KD, Ravana SD (2017) Identification of influential spreaders in online social networks using interaction weighted K-core decomposition method. Phys A Stat Mech its Appl 468:278\u2013288. https:\/\/doi.org\/10.1016\/j.physa.2016.11.002","journal-title":"Phys A Stat Mech its Appl"},{"key":"1623_CR9","first-page":"362","volume-title":"Detection of opinion leaders in social networks: a survey","author":"S Arrami","year":"2018","unstructured":"Arrami S, Oueslati W, Akaichi J (2018) Detection of opinion leaders in social networks: a survey. Springer, Cham, pp 362\u2013370"},{"key":"1623_CR10","doi-asserted-by":"publisher","first-page":"661","DOI":"10.1108\/IMDS-09-2014-0266","volume":"115","author":"SI Baek","year":"2015","unstructured":"Baek SI, Kim YM (2015) Longitudinal analysis of online community dynamics. Ind Manag Data Syst 115:661\u2013677. https:\/\/doi.org\/10.1108\/IMDS-09-2014-0266","journal-title":"Ind Manag Data Syst"},{"key":"1623_CR11","doi-asserted-by":"publisher","first-page":"200","DOI":"10.1016\/J.ESWA.2018.07.069","volume":"115","author":"SMH Bamakan","year":"2019","unstructured":"Bamakan SMH, Nurgaliev I, Qu Q (2019) Opinion leader detection: a methodological review. Expert Syst Appl 115:200\u2013222. https:\/\/doi.org\/10.1016\/J.ESWA.2018.07.069","journal-title":"Expert Syst Appl"},{"key":"1623_CR12","unstructured":"Bar\u00e3o A (2014) The Gephi Network Splitter 3D Layout. http:\/\/www.relationalcapitalvalue.com\/gephiplugins.html. Accessed 10 Jun 2019"},{"key":"1623_CR13","doi-asserted-by":"crossref","unstructured":"Bastian M, Heymann S (2009) Gephi\u202f: an open source software for exploring and manipulating networks. In: Third International Conference on weblogs and social media. AAAI Press, Menlo Park, CA, pp 361\u2013362","DOI":"10.1609\/icwsm.v3i1.13937"},{"key":"1623_CR14","doi-asserted-by":"publisher","first-page":"P10008","DOI":"10.1088\/1742-5468\/2008\/10\/P10008","volume":"10","author":"VD Blondel","year":"2008","unstructured":"Blondel VD, Guillaume J-L, Lambiotte R, Lefebvre E (2008) Fast unfolding of communities in large networks. J Stat Mech Theory Exp 10:P10008. https:\/\/doi.org\/10.1088\/1742-5468\/2008\/10\/P10008","journal-title":"J Stat Mech Theory Exp"},{"key":"1623_CR15","volume-title":"Analyzing social networks","author":"SP Borgatti","year":"2018","unstructured":"Borgatti SP, Everett MG, Johnson JC (2018) Analyzing social networks, 2nd edn. SAGE PublicationsSage CA, Los Angeles","edition":"2"},{"key":"1623_CR16","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1177\/000271629956600104","volume":"566","author":"RS Burt","year":"1999","unstructured":"Burt RS (1999) The social capital of opinion leaders. Ann Am Acad Pol Soc Sci 566:37\u201354. https:\/\/doi.org\/10.1177\/000271629956600104","journal-title":"Ann Am Acad Pol Soc Sci"},{"key":"1623_CR17","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1504\/IJSNM.2012.045104","volume":"1","author":"C Canali","year":"2012","unstructured":"Canali C, Lancellotti R (2012) A quantitative methodology based on component analysis to identify key users in social networks. Int J Soc Netw Min 1:27. https:\/\/doi.org\/10.1504\/IJSNM.2012.045104","journal-title":"Int J Soc Netw Min"},{"key":"1623_CR18","doi-asserted-by":"crossref","unstructured":"Cataldi M, Mittal N, Aufaure M-A (2013) Estimating domain-based user influence in social networks. In: 28th Symposium on applied computing (SAC). ACM, Coimbra, Portugal, pp 1957\u20131962","DOI":"10.1145\/2480362.2480726"},{"key":"1623_CR19","doi-asserted-by":"crossref","unstructured":"Cha M, Haddadi H, Benevenuto F, Gummadi KP (2010) Measuring user influence in Twitter: the million follower fallacy. In: International conference on Weblogs and Social Media (ICWSM). AAAI Press, pp 10\u201317","DOI":"10.1609\/icwsm.v4i1.14033"},{"key":"1623_CR20","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0166586","author":"D Cherepnalkoski","year":"2016","unstructured":"Cherepnalkoski D, Karpf A, Mozeti\u010d I, Gr\u010dar M (2016) Cohesion and coalition formation in the european parliament: roll-call votes and twitter activities. PLoS One. https:\/\/doi.org\/10.1371\/journal.pone.0166586","journal-title":"PLoS One"},{"key":"1623_CR21","volume-title":"Mastering gephi network visualization","author":"K Cherven","year":"2015","unstructured":"Cherven K (2015) Mastering gephi network visualization. Packt Publishing Ltd., Birmingham"},{"key":"1623_CR22","volume-title":"Integrated advertising, promotion, and marketing communications","author":"KE Clow","year":"2004","unstructured":"Clow KE, Baack D (2004) Integrated advertising, promotion, and marketing communications, 6th edn. Pearson Education Inc, Upper Saddle River","edition":"6"},{"key":"1623_CR23","doi-asserted-by":"publisher","DOI":"10.1063\/1.5002577","author":"X Cui","year":"2017","unstructured":"Cui X, Zhao N (2017) Modeling information diffusion in time-varying community networks. Chaos. https:\/\/doi.org\/10.1063\/1.5002577","journal-title":"Chaos"},{"key":"1623_CR24","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1038\/srep02980","volume":"3","author":"M De Domenico","year":"2013","unstructured":"De Domenico M, Lima A, Mougel P, Musolesi M (2013) The anatomy of a scientific rumor. Sci Rep 3:1\u20139. https:\/\/doi.org\/10.1038\/srep02980","journal-title":"Sci Rep"},{"key":"1623_CR25","doi-asserted-by":"publisher","first-page":"612","DOI":"10.1108\/eb057530","volume":"115","author":"C Eugene","year":"2017","unstructured":"Eugene C (2017) The bottom-up formation and maintenance of a Twitter community. Ind Manag Data Syst 115:612\u2013624. https:\/\/doi.org\/10.1108\/eb057530","journal-title":"Ind Manag Data Syst"},{"key":"1623_CR26","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3390\/s19092007","volume":"19","author":"A Farhan","year":"2019","unstructured":"Farhan A, Abbasi R, Rehman A, Gyu SC (2019) An advanced algorithm for higher network navigation in social internet of things using small-world networks. Sensors 19:1\u201320. https:\/\/doi.org\/10.3390\/s19092007","journal-title":"Sensors"},{"key":"1623_CR27","doi-asserted-by":"publisher","first-page":"43","DOI":"10.1016\/j.chb.2015.07.052","volume":"54","author":"Y Feng","year":"2016","unstructured":"Feng Y (2016) Are you connected? Evaluating information cascades in online discussion about the #RaceTogether campaign. Comput Human Behav 54:43\u201353. https:\/\/doi.org\/10.1016\/j.chb.2015.07.052","journal-title":"Comput Human Behav"},{"key":"1623_CR28","doi-asserted-by":"publisher","first-page":"35","DOI":"10.2307\/3033543","volume":"40","author":"LC Freeman","year":"1977","unstructured":"Freeman LC (1977) A set of measures of centrality based on betweenness. Sociometry 40:35\u201341. https:\/\/doi.org\/10.2307\/3033543","journal-title":"Sociometry"},{"key":"1623_CR29","doi-asserted-by":"publisher","first-page":"215","DOI":"10.1016\/0378-8733(78)90021-7","volume":"179","author":"Linton C Freeman","year":"1978","unstructured":"Freeman Linton C (1978) Centrality in social networks conceptual clarification. Soc Netw 179:215\u2013239","journal-title":"Soc Netw"},{"key":"1623_CR30","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1371\/journal.pone.0098679","volume":"9","author":"M Jacomy","year":"2014","unstructured":"Jacomy M, Venturini T, Heymann S, Bastian M (2014) ForceAtlas2, a continuous graph layout algorithm for handy network visualization designed for the Gephi software. PLoS One 9:1\u201312. https:\/\/doi.org\/10.1371\/journal.pone.0098679","journal-title":"PLoS One"},{"key":"1623_CR31","doi-asserted-by":"crossref","unstructured":"Java A, Song X, Finin T, Tseng B (2007) Why we twitter: understanding microblogging usage and communities. In: 9th WebKDD and 1st SNA-KDD 2007 workshop on Web mining and social network analysis\u2014WebKDD\/SNA-KDD\u201907. ACM Press, New York, USA, pp 56\u201365","DOI":"10.1145\/1348549.1348556"},{"key":"1623_CR32","unstructured":"Jure Leskovec Stanford Large Network Dataset Collection (2019) http:\/\/snap.stanford.edu\/data\/. Accessed 12 Apr 2019"},{"key":"1623_CR33","volume-title":"Personal influence : the part played by people in the flow of mass communications","author":"E Katz","year":"2006","unstructured":"Katz E, Lazarsfeld PF (2006) Personal influence : the part played by people in the flow of mass communications. Transaction Publishers, Piscataway"},{"key":"1623_CR34","volume-title":"The influentials: one American in ten tells the other nine how to vote, where to eat, and what to buy","author":"E Keller","year":"2003","unstructured":"Keller E, Berry J (2003) The influentials: one American in ten tells the other nine how to vote, where to eat, and what to buy. Simon and Schuster, New York"},{"key":"1623_CR35","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1080\/01292986.2013.851723","volume":"24","author":"GF Khan","year":"2014","unstructured":"Khan GF, Yoon HY, Park HW (2014) Social media communication strategies of government agencies: twitter use in Korea and the USA. Asian J Commun 24:60\u201378. https:\/\/doi.org\/10.1080\/01292986.2013.851723","journal-title":"Asian J Commun"},{"key":"1623_CR36","doi-asserted-by":"crossref","unstructured":"Khan NS, Ata M, Rajput Q (2015) Identification of opinion leaders in social network. In: 2015 International Conference on information and communication technologies (ICICT). IEEE, Karachi, pp 1\u20136","DOI":"10.1109\/ICICT.2015.7469483"},{"key":"1623_CR37","volume-title":"Marketing management","author":"P Kotler","year":"2007","unstructured":"Kotler P (2007) Marketing management, 12th edn. Pearson Education Inc, Upper Saddle River","edition":"12"},{"key":"1623_CR38","doi-asserted-by":"crossref","unstructured":"Kwak H, Lee C, Park H, Moon S (2010) What is Twitter, a social network or a news media? In: 19th International conference on World wide web. ACM, Raleigh, NC, pp 591\u2013600","DOI":"10.1145\/1772690.1772751"},{"key":"1623_CR39","doi-asserted-by":"publisher","first-page":"180","DOI":"10.1016\/j.joi.2009.03.007","volume":"3","author":"R Lambiotte","year":"2009","unstructured":"Lambiotte R, Panzarasa P (2009) Communities, knowledge creation, and information diffusion. J Informetr 3:180\u2013190. https:\/\/doi.org\/10.1016\/j.joi.2009.03.007","journal-title":"J Informetr"},{"key":"1623_CR40","doi-asserted-by":"publisher","first-page":"141","DOI":"10.3390\/socsci8050141","volume":"8","author":"JM Lamir\u00e1n-Palomares","year":"2019","unstructured":"Lamir\u00e1n-Palomares JM, Baviera T, Baviera-Puig A (2019) Identifying Opinion Leaders on Twitter during sporting events: lessons from a case study. Soc Sci 8:141. https:\/\/doi.org\/10.3390\/socsci8050141","journal-title":"Soc Sci"},{"key":"1623_CR41","doi-asserted-by":"publisher","first-page":"767","DOI":"10.1007\/s11192-017-2413-z","volume":"112","author":"MK Lee","year":"2017","unstructured":"Lee MK, Yoon HY, Smith M et al (2017) Mapping a Twitter scholarly communication network: a case of the association of internet researchers\u2019 conference. Scientometrics 112:767\u2013797. https:\/\/doi.org\/10.1007\/s11192-017-2413-z","journal-title":"Scientometrics"},{"key":"1623_CR42","doi-asserted-by":"publisher","first-page":"1019","DOI":"10.1002\/asi.20591","volume":"58","author":"D Liben-Nowell","year":"2007","unstructured":"Liben-Nowell D, Kleinberg J (2007) The link prediction problem for social networks. J Am Soc Inf Sci Technol 58:1019\u20131031. https:\/\/doi.org\/10.1002\/asi.20591","journal-title":"J Am Soc Inf Sci Technol"},{"key":"1623_CR43","doi-asserted-by":"publisher","first-page":"160481","DOI":"10.1098\/rsos.160481","volume":"3","author":"L Mitchell","year":"2016","unstructured":"Mitchell L, Ross JV (2016) A data-driven model for influenza transmission incorporating media effects. R Soc open Sci 3:160481. https:\/\/doi.org\/10.1098\/rsos.160481","journal-title":"R Soc open Sci"},{"key":"1623_CR44","doi-asserted-by":"crossref","unstructured":"Moon E, Han S (2010) A qualitative method to find influencers using similarity-based approach in the blogosphere. In: 2010 IEEE Second International Conference on social computing. IEEE, pp 225\u2013232","DOI":"10.1109\/SocialCom.2010.39"},{"key":"1623_CR45","doi-asserted-by":"publisher","first-page":"170154","DOI":"10.1098\/rsos.170154","volume":"4","author":"DJP O\u2019Sullivan","year":"2017","unstructured":"O\u2019Sullivan DJP, Gardu\u00f1o-Hern\u00e1ndez G, Gleeson JP, Beguerisse-D\u00edaz M (2017) Integrating sentiment and social structure to determine preference alignments: the Irish Marriage Referendum. R Soc Open sci 4:170154. https:\/\/doi.org\/10.1098\/rsos.170154","journal-title":"R Soc Open sci"},{"key":"1623_CR46","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3389\/fphy.2015.00059","volume":"3","author":"E Omodei","year":"2015","unstructured":"Omodei E, De Domenico M, Arenas A (2015) Characterizing interactions in online social networks during exceptional events. Front Phys 3:1\u20138. https:\/\/doi.org\/10.3389\/fphy.2015.00059","journal-title":"Front Phys"},{"key":"1623_CR47","doi-asserted-by":"crossref","unstructured":"Rehman AU, Aimin J, Rehman A, Paul A (2019) Weighted based trustworthiness ranking in social internet of things by using soft set theory. In: 2019 IEEE 5th International Conference on computer and communications (ICCC). IEEE, Chengdu, China","DOI":"10.1109\/ICCC47050.2019.9064242"},{"key":"1623_CR48","volume-title":"Diffusion of innovations","author":"EM Rogers","year":"2003","unstructured":"Rogers EM, Everett M (2003) Diffusion of innovations, 5th edn. Free Press, New York","edition":"5"},{"key":"1623_CR49","doi-asserted-by":"publisher","first-page":"127678","DOI":"10.1109\/ACCESS.2019.2939623","volume":"7","author":"MT Sadiq","year":"2019","unstructured":"Sadiq MT, Yu X, Yuan Z et al (2019) Motor imagery EEG signals classification based on mode amplitude and frequency components using empirical wavelet transform. IEEE Access 7:127678\u2013127692. https:\/\/doi.org\/10.1109\/ACCESS.2019.2939623","journal-title":"IEEE Access"},{"key":"1623_CR50","doi-asserted-by":"publisher","first-page":"618","DOI":"10.1109\/JSAC.2013.SUP.0513054","volume":"31","author":"MZ Shafiq","year":"2013","unstructured":"Shafiq MZ, Ilyas MU, Liu AX, Radha H (2013) Identifying leaders and followers in online social networks. IEEE J Sel Areas Commun 31:618\u2013628. https:\/\/doi.org\/10.1109\/JSAC.2013.SUP.0513054","journal-title":"IEEE J Sel Areas Commun"},{"key":"1623_CR51","first-page":"339","volume":"15","author":"GS Stever","year":"2013","unstructured":"Stever GS, Lawson K (2013) Twitter as a way for celebrities to communicate with fans: implications for the study of parasocial interaction. N Am J Psychol 15:339\u2013354","journal-title":"N Am J Psychol"},{"key":"1623_CR52","doi-asserted-by":"publisher","first-page":"73","DOI":"10.1016\/j.socnet.2011.05.006","volume":"34","author":"Y Takhteyev","year":"2012","unstructured":"Takhteyev Y, Gruzd A, Wellman B (2012) Geography of Twitter networks. Soc Netw 34:73\u201381. https:\/\/doi.org\/10.1016\/j.socnet.2011.05.006","journal-title":"Soc Netw"},{"key":"1623_CR53","doi-asserted-by":"publisher","first-page":"643","DOI":"10.1509\/jmkr.47.4.643","volume":"47","author":"M Trusov","year":"2010","unstructured":"Trusov M, Bodapati AV, Bucklin RE (2010) Determining influential users in internet social networks. J Mark Res 47:643\u2013658. https:\/\/doi.org\/10.1509\/jmkr.47.4.643","journal-title":"J Mark Res"},{"key":"1623_CR54","doi-asserted-by":"crossref","unstructured":"Xiaoqing Y, Jing L, Huanhuan L (2013) Identifying top-n opinion leaders on local social network. In: IET International conference on smart and sustainable city 2013 (ICSSC 2013). IET, Shanghai, pp 268\u2013271","DOI":"10.1049\/cp.2013.1970"},{"key":"1623_CR55","doi-asserted-by":"publisher","first-page":"1859","DOI":"10.1007\/s11135-016-0371-9","volume":"51","author":"WW Xu","year":"2017","unstructured":"Xu WW, Park J, Park HW (2017) Longitudinal dynamics of the cultural diffusion of Kpop on YouTube. Qual Quant 51:1859\u20131875. https:\/\/doi.org\/10.1007\/s11135-016-0371-9","journal-title":"Qual Quant"}],"container-title":["Journal of Ambient Intelligence and Humanized Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-019-01623-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s12652-019-01623-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-019-01623-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,2,9]],"date-time":"2024-02-09T17:24:24Z","timestamp":1707499464000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s12652-019-01623-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,1,24]]},"references-count":55,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2023,11]]}},"alternative-id":["1623"],"URL":"https:\/\/doi.org\/10.1007\/s12652-019-01623-5","relation":{},"ISSN":["1868-5137","1868-5145"],"issn-type":[{"value":"1868-5137","type":"print"},{"value":"1868-5145","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,1,24]]},"assertion":[{"value":"1 August 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 December 2019","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 January 2020","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}