{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T16:32:40Z","timestamp":1773246760147,"version":"3.50.1"},"reference-count":25,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2018,8,27]],"date-time":"2018-08-27T00:00:00Z","timestamp":1535328000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61272277"],"award-info":[{"award-number":["61272277"]}],"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":["91746206"],"award-info":[{"award-number":["91746206"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Big Data"],"published-print":{"date-parts":[[2018,12]]},"DOI":"10.1186\/s40537-018-0137-4","type":"journal-article","created":{"date-parts":[[2018,8,27]],"date-time":"2018-08-27T14:24:52Z","timestamp":1535379892000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Selection of top-K influential users based on radius-neighborhood degree, multi-hops distance and selection threshold"],"prefix":"10.1186","volume":"5","author":[{"given":"Mohammed","family":"Alshahrani","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fuxi","family":"Zhu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lin","family":"Zheng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Soufiana","family":"Mekouar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sheng","family":"Huang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,8,27]]},"reference":[{"key":"137_CR1","doi-asserted-by":"crossref","unstructured":"Richardson M, Domingos P. Mining knowledge-sharing sites for viral marketing. In: Proceedings of the eighth ACM SIGKDD international conference on knowledge discovery and data mining. New York: ACM; 2002. p. 61\u201370.","DOI":"10.1145\/775056.775057"},{"key":"137_CR2","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. New York: ACM; 2003. p. 137\u2013146.","DOI":"10.1145\/956750.956769"},{"issue":"3","key":"137_CR3","first-page":"471","volume":"10","author":"J Lv","year":"2014","unstructured":"Lv J, Guo J, Ren H. Efficient greedy algorithms for influence maximization in social networks. JIPS. 2014;10(3):471\u201382.","journal-title":"JIPS"},{"issue":"10","key":"137_CR4","doi-asserted-by":"publisher","first-page":"2770","DOI":"10.1109\/TKDE.2015.2419659","volume":"27","author":"C Zhou","year":"2015","unstructured":"Zhou C, Zhang P, Zang W, Guo L. On the upper bounds of spread for greedy algorithms in social network influence maximization. IEEE Trans Knowl Data Eng. 2015;27(10):2770\u201383.","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"137_CR5","doi-asserted-by":"crossref","unstructured":"Mirzasoleiman B, Badanidiyuru A, Karbasi A, Vondr\u00e1k J, Krause A. Lazier than lazy greedy. In: AAAI. Austin: AAAI Press; 2015. p. 1812\u20131818.","DOI":"10.1609\/aaai.v29i1.9486"},{"key":"137_CR6","doi-asserted-by":"crossref","unstructured":"Chen W, Wang Y, Yang S. Efficient influence maximization in social networks. In: Proceedings of the 15th ACM SIGKDD international conference on knowledge discovery and data mining. New York: ACM; 2009. p. 199\u2013208.","DOI":"10.1145\/1557019.1557047"},{"key":"137_CR7","doi-asserted-by":"crossref","unstructured":"Rao A, Spasojevic N, Li Z, DSouza T. lout score: measuring influence across multiple social networks. In: 2015 IEEE international conference on Big Data (Big Data). Piscataway: IEEE; 2015. p. 2282\u20132289.","DOI":"10.1109\/BigData.2015.7364017"},{"issue":"4","key":"137_CR8","doi-asserted-by":"publisher","first-page":"2279","DOI":"10.1109\/JSYST.2014.2369526","volume":"11","author":"Y Wang","year":"2015","unstructured":"Wang Y, Vasilakos AV, Jin Q, Ma J. PPRank: economically selecting initial users for influence maximization in social networks. IEEE Syst J. 2015;11(4):2279\u201390.","journal-title":"IEEE Syst J."},{"key":"137_CR9","doi-asserted-by":"crossref","unstructured":"Alshahrani M, Zhu F, Bamiah M, Mekouar S, Huang S. Efficient methods to select top-k propagators based on distance and radius neighbor. In: To appear in the proceedings of international conference on Big Data and computing. 28\u201330 April 2018; Shenzhen, China. New York: ACM; 2018. p. 78\u201385.","DOI":"10.1145\/3220199.3220207"},{"issue":"3","key":"137_CR10","doi-asserted-by":"publisher","first-page":"599","DOI":"10.1109\/TKDE.2016.2633472","volume":"29","author":"X Wang","year":"2017","unstructured":"Wang X, Zhang Y, Zhang W, Lin X. Efficient distance-aware influence maximization in geo-social networks. IEEE Trans Knowl Data Eng. 2017;29(3):599\u2013612.","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"137_CR11","doi-asserted-by":"crossref","unstructured":"Wang X, Zhang Y, Zhang W, Lin X. Distance-aware influence maximization in geo-social network. In: ICDE. Piscataway: IEEE; 2016. p. 1\u201312.","DOI":"10.1109\/ICDE.2016.7498224"},{"issue":"4","key":"137_CR12","doi-asserted-by":"publisher","first-page":"903","DOI":"10.1007\/s11277-016-3939-8","volume":"93","author":"D-L Nguyen","year":"2017","unstructured":"Nguyen D-L, Nguyen T-H, Do T-H, Yoo M. Probability-based multi-hop diffusion method for influence maximization in social networks. Wirel Pers Commun. 2017;93(4):903\u201316.","journal-title":"Wirel Pers Commun"},{"key":"137_CR13","doi-asserted-by":"publisher","first-page":"289","DOI":"10.1016\/j.physa.2016.02.028","volume":"452","author":"Y Liu","year":"2016","unstructured":"Liu Y, Tang M, Zhou T, Do Y. Identify influential spreaders in complex networks, the role of neighborhood. Phys A Stat Mech Appl. 2016;452:289\u201398.","journal-title":"Phys A Stat Mech Appl"},{"key":"137_CR14","doi-asserted-by":"publisher","first-page":"549","DOI":"10.1016\/j.physa.2013.10.047","volume":"395","author":"J Bae","year":"2014","unstructured":"Bae J, Kim S. Identifying and ranking influential spreaders in complex networks by neighborhood coreness. Phys A Stat Mech Appl. 2014;395:549\u201359.","journal-title":"Phys A Stat Mech Appl"},{"issue":"2","key":"137_CR15","doi-asserted-by":"publisher","first-page":"028901","DOI":"10.1088\/0256-307X\/33\/2\/028901","volume":"33","author":"Y-R Ruan","year":"2016","unstructured":"Ruan Y-R, Lao S-Y, Xiao Y-D, Wang J-D, Bai L. Identifying influence of nodes in complex networks with coreness centrality: decreasing the impact of densely local connection. Chin Phys Lett. 2016;33(2):028901.","journal-title":"Chin Phys Lett"},{"key":"137_CR16","doi-asserted-by":"publisher","first-page":"27823","DOI":"10.1038\/srep27823","volume":"6","author":"J-X Zhang","year":"2016","unstructured":"Zhang J-X, Chen D-B, Dong Q, Zhao Z-D. Identifying a set of influential spreaders in complex networks. Sci Rep. 2016;6:27823.","journal-title":"Sci Rep"},{"key":"137_CR17","doi-asserted-by":"crossref","unstructured":"Zhang Y, Zhang Y. Top-k influential nodes in social networks: a game perspective. In: Proceedings of the 40th international ACM SIGIR conference on research and development in information retrieval. New York: ACM; p. 1029\u20131032.","DOI":"10.1145\/3077136.3080709"},{"key":"137_CR18","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.physrep.2016.06.007","volume":"650","author":"L L\u00fc","year":"2016","unstructured":"L\u00fc L, Chen D, Ren X-L, Zhang Q-M, Zhang Y-C, Zhou T. Vital nodes identification in complex networks. Phys Rep. 2016;650:1\u201363.","journal-title":"Phys Rep"},{"issue":"1","key":"137_CR19","doi-asserted-by":"publisher","first-page":"012318","DOI":"10.1103\/PhysRevE.95.012318","volume":"95","author":"F Radicchi","year":"2017","unstructured":"Radicchi F, Castellano C. Fundamental difference between superblockers and superspreaders in networks. Phys Rev E. 2017;95(1):012318.","journal-title":"Phys Rev E"},{"key":"137_CR20","doi-asserted-by":"publisher","first-page":"310","DOI":"10.1016\/j.physa.2018.02.016","volume":"499","author":"A Namtirtha","year":"2018","unstructured":"Namtirtha A, Dutta A, Dutta B. Identifying influential spreaders in complex networks based on kshell hybrid method. Phys A Stat Mech Appl. 2018;499:310\u201324.","journal-title":"Phys A Stat Mech Appl"},{"key":"137_CR21","doi-asserted-by":"crossref","unstructured":"Alshahrani M, Zhu F, Sameh A, Mekouar S, Huang S. Top-k influential users selection based on combined katz centrality and propagation probability. In: To appear in 3rd IEEE international conference on cloud computing and Big Data Analysis. 20\u201322 April 2018; Chengdu, China. Piscataway: IEEE. 2018.","DOI":"10.1109\/ICCCBDA.2018.8386486"},{"issue":"4","key":"137_CR22","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1007\/BF02984696","volume":"28","author":"RS Wills","year":"2006","unstructured":"Wills RS. Google\u2019s pagerank. Math Intell. 2006;28(4):6\u201311.","journal-title":"Math Intell"},{"key":"137_CR23","doi-asserted-by":"crossref","unstructured":"Nguyen HT, Dinh TN, Thai MT. Cost-aware targeted viral marketing in billion-scale networks. In: INFOCOM 2016-the 35th annual IEEE international conference on computer communications. Piscataway: IEEE; 2016. p. 1\u20139.","DOI":"10.1109\/INFOCOM.2016.7524377"},{"key":"137_CR24","doi-asserted-by":"crossref","unstructured":"Tang Y, Xiao X, Shi Y. Influence maximization: near-optimal time complexity meets practical efficiency. In: Proceedings of the 2014 ACM SIGMOD international conference on management of data. New York: ACM; 2014. p. 75\u201386.","DOI":"10.1145\/2588555.2593670"},{"key":"137_CR25","doi-asserted-by":"crossref","unstructured":"Tang Y, Shi Y, Xiao X. Influence maximization in near-linear time: a martingale approach. In: Proceedings of the 2015 ACM SIGMOD international conference on management of data. New York: ACM; 2015. p. 1539\u20131554.","DOI":"10.1145\/2723372.2723734"}],"container-title":["Journal of Big Data"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s40537-018-0137-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1186\/s40537-018-0137-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s40537-018-0137-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,6]],"date-time":"2025-07-06T15:44:21Z","timestamp":1751816661000},"score":1,"resource":{"primary":{"URL":"https:\/\/journalofbigdata.springeropen.com\/articles\/10.1186\/s40537-018-0137-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,8,27]]},"references-count":25,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2018,12]]}},"alternative-id":["137"],"URL":"https:\/\/doi.org\/10.1186\/s40537-018-0137-4","relation":{},"ISSN":["2196-1115"],"issn-type":[{"value":"2196-1115","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,8,27]]},"assertion":[{"value":"9 May 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"14 August 2018","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 August 2018","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}],"article-number":"28"}}