{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,20]],"date-time":"2025-05-20T16:50:34Z","timestamp":1747759834535,"version":"3.40.3"},"publisher-location":"Cham","reference-count":41,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030503154"},{"type":"electronic","value":"9783030503161"}],"license":[{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020]]},"DOI":"10.1007\/978-3-030-50316-1_3","type":"book-chapter","created":{"date-parts":[[2020,6,24]],"date-time":"2020-06-24T09:02:48Z","timestamp":1592989368000},"page":"38-57","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["How to Measure Influence in Social Networks?"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1557-654X","authenticated-orcid":false,"given":"Ana Carolina","family":"Ribeiro","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1494-4726","authenticated-orcid":false,"given":"Bruno","family":"Azevedo","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4095-3431","authenticated-orcid":false,"given":"Jorge","family":"Oliveira e S\u00e1","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3525-0619","authenticated-orcid":false,"given":"Ana Alice","family":"Baptista","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2020,6,25]]},"reference":[{"key":"3_CR1","volume-title":"The Structure and Dynamics of Networks","author":"M Newman","year":"2006","unstructured":"Newman, M., Watts, D.J., Barab\u00e1si, A.-L.: The Structure and Dynamics of Networks. Princeton University Press, Princeton (2006)"},{"key":"3_CR2","volume-title":"Glut: Mastering Information Through the Ages","author":"A Wright","year":"2008","unstructured":"Wright, A.: Glut: Mastering Information Through the Ages. Cornell University Press, Ithaca (2008)"},{"issue":"2","key":"3_CR3","doi-asserted-by":"publisher","first-page":"591","DOI":"10.1103\/RevModPhys.81.591","volume":"81","author":"C Castellano","year":"2009","unstructured":"Castellano, C., Fortunato, S., Loreto, V.: Statistical physics of social dynamics. Rev. Mod. Phys. 81(2), 591\u2013646 (2009)","journal-title":"Rev. Mod. Phys."},{"issue":"1","key":"3_CR4","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1007\/s41109-016-0010-3","volume":"1","author":"CA Hidalgo","year":"2016","unstructured":"Hidalgo, C.A.: Disconnected, fragmented, or united? A trans-disciplinary review of network science. Appl. Netw. Sci. 1(1), 6 (2016)","journal-title":"Appl. Netw. Sci."},{"key":"3_CR5","unstructured":"Wurman, R.S.: Information Anxiety 2, 2nd edn. QUE (2001)"},{"key":"3_CR6","doi-asserted-by":"crossref","unstructured":"Hansen, D., Shneiderman, B., Smith, M.: Analyzing Social Media Networks with NodeXL: Insights from a Connected World, 1st edn. Morgan Kaufmann (2010)","DOI":"10.1016\/B978-0-12-382229-1.00016-3"},{"issue":"1","key":"3_CR7","doi-asserted-by":"publisher","first-page":"11","DOI":"10.1109\/MNET.2016.1500104NM","volume":"31","author":"S Peng","year":"2017","unstructured":"Peng, S., Wang, G., Xie, D.: Social influence analysis in social networking big data: opportunities and challenges. IEEE Netw. 31(1), 11\u201317 (2017)","journal-title":"IEEE Netw."},{"issue":"January","key":"3_CR8","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1016\/j.jnca.2018.01.005","volume":"106","author":"S Peng","year":"2018","unstructured":"Peng, S., Zhou, Y., Cao, L., Yu, S., Niu, J., Jia, W.: Influence analysis in social networks: a survey. J. Netw. Comput. Appl. 106(January), 17\u201332 (2018)","journal-title":"J. Netw. Comput. Appl."},{"issue":"1","key":"3_CR9","doi-asserted-by":"publisher","first-page":"531","DOI":"10.1109\/COMST.2016.2610963","volume":"19","author":"S Yu","year":"2017","unstructured":"Yu, S., Liu, M., Dou, W., Liu, X., Zhou, S.: Networking for big data: a survey. IEEE Commun. Surv. Tutor. 19(1), 531\u2013549 (2017)","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"3_CR10","doi-asserted-by":"crossref","unstructured":"Kempe, D., Kleinberg, J., Tardos, \u00c9.: Maximizing the spread of influence through a social network. In: Proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, vol. 11, pp. 137\u2013146 (2003)","DOI":"10.1145\/956750.956769"},{"key":"3_CR11","doi-asserted-by":"crossref","unstructured":"Azevedo, B.M., Oliveira e S\u00e1, J., Baptista, A.A., Branco, P.: Information visualization: conceptualizing new paths for filtering and navigate in scientific knowledge objects. In: 2017 24o Encontro Portugu\u00eas de Computa\u00e7\u00e3o Gr\u00e1fica e Intera\u00e7\u00e3o (EPCGI), pp. 1\u20138 (2017)","DOI":"10.1109\/EPCGI.2017.8124310"},{"issue":"2","key":"3_CR12","first-page":"13","volume":"26","author":"J Webster","year":"2002","unstructured":"Webster, J., Watson, R.T.: Analyzing the past to prepare for the future: writing a review. MIS Q. 26(2), 13 (2002)","journal-title":"MIS Q."},{"issue":"1","key":"3_CR13","doi-asserted-by":"publisher","first-page":"7","DOI":"10.1016\/j.infsof.2008.09.009","volume":"51","author":"B Kitchenham","year":"2009","unstructured":"Kitchenham, B., Pearl Brereton, O., Budgen, D., Turner, M., Bailey, J., Linkman, S.: Systematic literature reviews in software engineering - a systematic literature review. Inf. Softw. Technol. 51(1), 7\u201315 (2009)","journal-title":"Inf. Softw. Technol."},{"issue":"1","key":"3_CR14","doi-asserted-by":"publisher","first-page":"213","DOI":"10.1007\/s11192-015-1765-5","volume":"106","author":"P Mongeon","year":"2016","unstructured":"Mongeon, P., Paul-Hus, A.: The journal coverage of Web of Science and Scopus: a comparative analysis. Scientometrics 106(1), 213\u2013228 (2016)","journal-title":"Scientometrics"},{"issue":"1","key":"3_CR15","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1016\/j.eng.2018.02.004","volume":"4","author":"K Li","year":"2018","unstructured":"Li, K., Zhang, L., Huang, H.: Social influence analysis: models, methods, and evaluation. Engineering 4(1), 40\u201346 (2018)","journal-title":"Engineering"},{"issue":"52","key":"3_CR16","first-page":"1","volume":"6","author":"K Almgren","year":"2016","unstructured":"Almgren, K., Lee, J.: An empirical comparison of influence measurements for social network analysis. Soc. Netw. Anal. Min. 6(52), 1\u201318 (2016)","journal-title":"Soc. Netw. Anal. Min."},{"key":"3_CR17","doi-asserted-by":"crossref","unstructured":"Kumar, N., Guo, R., Aleali, A., Shakarian, P.: An empirical evaluation of social influence metrics (2016)","DOI":"10.1109\/ASONAM.2016.7752408"},{"key":"3_CR18","unstructured":"Merriam, W.: Definition of influence. In: Definition of influence (2011)"},{"issue":"1","key":"3_CR19","doi-asserted-by":"publisher","first-page":"184","DOI":"10.1007\/s11390-015-1512-7","volume":"30","author":"H Li","year":"2015","unstructured":"Li, H., Cui, J.-T., Ma, J.-F.: Social influence study in online networks: a three-level review. J. Comput. Sci. Technol. 30(1), 184\u2013199 (2015)","journal-title":"J. Comput. Sci. Technol."},{"issue":"1","key":"3_CR20","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1007\/s13278-018-0548-4","volume":"9","author":"JS More","year":"2019","unstructured":"More, J.S., Lingam, C.: A gradient-based methodology for optimizing time for influence diffusion in social networks. Soc. Netw. Anal. Min. 9(1), 5 (2019)","journal-title":"Soc. Netw. Anal. Min."},{"key":"3_CR21","doi-asserted-by":"publisher","first-page":"234","DOI":"10.1016\/j.cie.2018.04.049","volume":"120","author":"M Jalayer","year":"2018","unstructured":"Jalayer, M., Azheian, M., Agha Mohammad Ali Kermani, M.: A hybrid algorithm based on community detection and multi attribute decision making for influence maximization. Comput. Ind. Eng. 120, 234\u2013250 (2018)","journal-title":"Comput. Ind. Eng."},{"issue":"4","key":"3_CR22","doi-asserted-by":"publisher","first-page":"42052","DOI":"10.1109\/ACCESS.2019.2894155","volume":"7","author":"Q Liqing","year":"2019","unstructured":"Liqing, Q., Jinfeng, Y., Xin, F., Wei, J., Wenwen, G.: Analysis of Influence Maximization in large-Scale Social Networks. IEEE Access 7(4), 42052\u201342062 (2019)","journal-title":"IEEE Access"},{"key":"3_CR23","doi-asserted-by":"crossref","unstructured":"Li, D., Shuai, X., Sun, G., Tang, J., Ding, Y., Luo, Z.: Mining topic-level opinion influence in microblog. In: ACM International Conference Proceeding Series, pp. 1562\u20131566 (2012)","DOI":"10.1145\/2396761.2398473"},{"key":"3_CR24","doi-asserted-by":"crossref","unstructured":"Li, N., Gillet, D.: Identifying influential scholars in academic social media platforms. In: Proceedings of the 2013 IEEE\/ACM International Conference on Advances in Social Networks Analysis and Mining, pp. 608\u2013614 (2013)","DOI":"10.1145\/2492517.2492614"},{"key":"3_CR25","doi-asserted-by":"publisher","first-page":"86","DOI":"10.1016\/j.jnca.2019.01.029","volume":"132","author":"X Kong","year":"2019","unstructured":"Kong, X., Shi, Y., Yu, S., Liu, J., Xia, F.: Academic social networks: modeling, analysis, mining and applications. J. Netw. Comput. Appl. 132, 86\u2013103 (2019)","journal-title":"J. Netw. Comput. Appl."},{"issue":"1","key":"3_CR26","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1016\/j.eij.2015.08.002","volume":"17","author":"M Kaur","year":"2016","unstructured":"Kaur, M., Singh, S.: Analyzing negative ties in social networks: a survey. Egypt. Inform. J. 17(1), 21\u201343 (2016)","journal-title":"Egypt. Inform. J."},{"issue":"5","key":"3_CR27","doi-asserted-by":"publisher","first-page":"949","DOI":"10.1016\/j.ipm.2016.04.003","volume":"52","author":"F Riquelme","year":"2016","unstructured":"Riquelme, F., Gonz\u00e1lez-Cantergiani, P.: Measuring user influence on Twitter: a survey. Inf. Process. Manag. 52(5), 949\u2013975 (2016)","journal-title":"Inf. Process. Manag."},{"key":"3_CR28","doi-asserted-by":"publisher","first-page":"30","DOI":"10.1016\/j.osnem.2018.12.001","volume":"9","author":"S Shelke","year":"2019","unstructured":"Shelke, S., Attar, V.: Source detection of rumor in social network \u2013 a review. Online Soc. Netw. Media 9, 30\u201342 (2019)","journal-title":"Online Soc. Netw. Media"},{"issue":"2","key":"3_CR29","doi-asserted-by":"publisher","first-page":"925","DOI":"10.1109\/SURV.2013.070813.00214","volume":"16","author":"S Peng","year":"2014","unstructured":"Peng, S., Yu, S., Yang, A.: Smartphone malware and its propagation modeling: a survey. IEEE Commun. Surv. Tutor. 16(2), 925\u2013941 (2014)","journal-title":"IEEE Commun. Surv. Tutor."},{"issue":"4","key":"3_CR30","doi-asserted-by":"publisher","first-page":"377","DOI":"10.1016\/j.socnet.2005.06.004","volume":"27","author":"H Russell Bernard","year":"2005","unstructured":"Russell Bernard, H.: The development of social network analysis: a study in the sociology of science. Soc. Netw. 27(4), 377\u2013384 (2005)","journal-title":"Soc. Netw."},{"issue":"1","key":"3_CR31","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1016\/j.socnet.2004.11.008","volume":"27","author":"SP Borgatti","year":"2005","unstructured":"Borgatti, S.P.: Centrality and network flow. Soc. Netw. 27(1), 55\u201371 (2005)","journal-title":"Soc. Netw."},{"issue":"4","key":"3_CR32","doi-asserted-by":"publisher","first-page":"303","DOI":"10.1007\/s10588-009-9063-5","volume":"15","author":"TL Frantz","year":"2009","unstructured":"Frantz, T.L., Cataldo, M., Carley, K.M.: Robustness of centrality measures under uncertainty: examining the role of network topology. Comput. Math. Organ. Theory 15(4), 303\u2013328 (2009)","journal-title":"Comput. Math. Organ. Theory"},{"key":"3_CR33","unstructured":"Kosorukoff, A.: Theory. In: Social Network Analysis - Theory and Applications, pp. 1\u20134 (2011)"},{"key":"3_CR34","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.physrep.2017.05.001","volume":"689","author":"H Liao","year":"2017","unstructured":"Liao, H., Mariani, M.S., Medo, M., Zhang, Y.C., Zhou, M.Y.: Ranking in evolving complex networks. Phys. Rep. 689, 1\u201354 (2017)","journal-title":"Phys. Rep."},{"issue":"18","key":"3_CR35","doi-asserted-by":"publisher","first-page":"3825","DOI":"10.1016\/j.comnet.2012.10.007","volume":"56","author":"S Brin","year":"2012","unstructured":"Brin, S., Page, L.: Reprint of: the anatomy of a large-scale hypertextual web search engine. Comput. Netw. 56(18), 3825\u20133833 (2012)","journal-title":"Comput. Netw."},{"issue":"3","key":"3_CR36","first-page":"2","volume":"11","author":"Q Liu","year":"2017","unstructured":"Liu, Q., et al.: An influence propagation view of PageRank. ACM Trans. Knowl. Discov. Data 11(3), 2\u201328 (2017)","journal-title":"ACM Trans. Knowl. Discov. Data"},{"key":"3_CR37","doi-asserted-by":"crossref","unstructured":"Wang, Y., Feng, X.: A potential-based node selection strategy for influence maximization in a social network. In: Proceedings of the 5th International Conference on Advanced Data Mining and Applications (ADMA 2009), pp. 350\u2013361 (2009)","DOI":"10.1007\/978-3-642-03348-3_34"},{"key":"3_CR38","doi-asserted-by":"crossref","unstructured":"Wang, Y., Cong, G., Song, G., Xie, K.: Community-based greedy algorithm for mining top-k influential nodes in mobile social networks categories and subject descriptors. In: Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 1039\u20131048 (2010)","DOI":"10.1145\/1835804.1835935"},{"key":"3_CR39","doi-asserted-by":"crossref","unstructured":"Leskovec, J., Krause, A., Guestrin, C., Faloutsos, C., Vanbriesen, J.: Cost-effective outbreak detection in networks. In: Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 420\u2013429 (2007)","DOI":"10.1145\/1281192.1281239"},{"key":"3_CR40","doi-asserted-by":"crossref","unstructured":"Zhou, T., Cao, J., Liu, B., Xu, S., Zhu, Z., Luo, J.: Location-based influence maximization in social networks. In: CIKM 2015, no. 93, pp. 1211\u20131220 (2015)","DOI":"10.1145\/2806416.2806462"},{"key":"3_CR41","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1016\/j.ijhcs.2014.10.001","volume":"74","author":"MJ Chorley","year":"2015","unstructured":"Chorley, M.J., Colombo, G.B., Allen, S.M., Whitaker, R.M.: Human content filtering in Twitter: the influence of metadata. Int. J. Hum Comput. Stud. 74, 32\u201340 (2015)","journal-title":"Int. J. Hum Comput. Stud."}],"container-title":["Lecture Notes in Business Information Processing","Research Challenges in Information Science"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-50316-1_3","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,3,21]],"date-time":"2021-03-21T15:45:34Z","timestamp":1616341534000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-50316-1_3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020]]},"ISBN":["9783030503154","9783030503161"],"references-count":41,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-50316-1_3","relation":{},"ISSN":["1865-1348","1865-1356"],"issn-type":[{"type":"print","value":"1865-1348"},{"type":"electronic","value":"1865-1356"}],"subject":[],"published":{"date-parts":[[2020]]},"assertion":[{"value":"25 June 2020","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"RCIS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Research Challenges in Information Science","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Limassol","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Cyprus","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2020","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23 September 2020","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25 September 2020","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"rcis2020","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.rcis-conf.com\/rcis2020\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"106","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"26","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"25% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3.05","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"6","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"There are also 12 poster and demo papers, and 4 Doctoral Consortium papers","order":10,"name":"additional_info_on_review_process","label":"Additional Info on Review Process","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}