{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,25]],"date-time":"2026-01-25T03:48:14Z","timestamp":1769312894209,"version":"3.49.0"},"reference-count":40,"publisher":"Springer Science and Business Media LLC","issue":"11","license":[{"start":{"date-parts":[[2019,3,27]],"date-time":"2019-03-27T00:00:00Z","timestamp":1553644800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2019,3,27]],"date-time":"2019-03-27T00:00:00Z","timestamp":1553644800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"name":"NSFC-Guangdong Joint Found","award":["U1501254"],"award-info":[{"award-number":["U1501254"]}]},{"DOI":"10.13039\/501100001809","name":"Natural Science Foundation of China","doi-asserted-by":"crossref","award":["61876043"],"award-info":[{"award-number":["61876043"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100001809","name":"Natural Science Foundation of China","doi-asserted-by":"crossref","award":["61472089"],"award-info":[{"award-number":["61472089"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100003453","name":"Natural Science Foundation of Guangdong","doi-asserted-by":"crossref","award":["2014A030306004"],"award-info":[{"award-number":["2014A030306004"]}],"id":[{"id":"10.13039\/501100003453","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100003453","name":"Natural Science Foundation of Guangdong","doi-asserted-by":"crossref","award":["2014A030308008"],"award-info":[{"award-number":["2014A030308008"]}],"id":[{"id":"10.13039\/501100003453","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Science and Technology Planning Project of Guangdong","award":["2015B010108006"],"award-info":[{"award-number":["2015B010108006"]}]},{"name":"Science and Technology Planning Project of Guangdong","award":["2015B010131015"],"award-info":[{"award-number":["2015B010131015"]}]},{"name":"Science and Technology Planning Project of Guangdong","award":["2015B010129014"],"award-info":[{"award-number":["2015B010129014"]}]},{"DOI":"10.13039\/501100009334","name":"Pearl River S and T Nova Program of Guangzhou","doi-asserted-by":"publisher","award":["201610010101"],"award-info":[{"award-number":["201610010101"]}],"id":[{"id":"10.13039\/501100009334","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Science and Technology Planning Project of Guangzhou","award":["201604016075"],"award-info":[{"award-number":["201604016075"]}]},{"name":"Guangdong High-level personnel of special support program","award":["2015TQ01X140"],"award-info":[{"award-number":["2015TQ01X140"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput &amp; Applic"],"published-print":{"date-parts":[[2020,6]]},"DOI":"10.1007\/s00521-019-04161-5","type":"journal-article","created":{"date-parts":[[2019,3,27]],"date-time":"2019-03-27T17:52:34Z","timestamp":1553709154000},"page":"6913-6923","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Mining hidden non-redundant causal relationships in online social networks"],"prefix":"10.1007","volume":"32","author":[{"given":"Wei","family":"Chen","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8972-167X","authenticated-orcid":false,"given":"Ruichu","family":"Cai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhifeng","family":"Hao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chang","family":"Yuan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Feng","family":"Xie","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,3,27]]},"reference":[{"issue":"2","key":"4161_CR1","first-page":"9","volume":"6","author":"LM Aiello","year":"2012","unstructured":"Aiello LM, Barrat A, Schifanella R, Cattuto C, Markines B, Menczer F (2012) Friendship prediction and homophily in social media. ACM Trans Web (TWEB) 6(2):9","journal-title":"ACM Trans Web (TWEB)"},{"key":"4161_CR2","doi-asserted-by":"crossref","unstructured":"Althoff T, Jindal P, Leskovec J (2017) Online actions with offline impact: how online social networks influence online and offline user behavior. In: Proceedings of the tenth ACM international conference on web search and data mining, pp 537\u2013546. ACM","DOI":"10.1145\/3018661.3018672"},{"key":"4161_CR3","doi-asserted-by":"publisher","first-page":"14753","DOI":"10.1038\/ncomms14753","volume":"8","author":"S Aral","year":"2017","unstructured":"Aral S, Nicolaides C (2017) Exercise contagion in a global social network. Nat Commun 8:14753","journal-title":"Nat Commun"},{"key":"4161_CR4","doi-asserted-by":"crossref","unstructured":"Bakshy E, Eckles D, Yan R, Rosenn I (2012) Social influence in social advertising: evidence from field experiments. In: Proceedings of the 13th ACM conference on electronic commerce, pp 146\u2013161. ACM","DOI":"10.1145\/2229012.2229027"},{"key":"4161_CR5","doi-asserted-by":"crossref","unstructured":"Bakshy E, Hofman JM, Mason WA, Watts DJ (2011) Everyone\u2019s an influencer: quantifying influence on twitter. In: Proceedings of the fourth ACM international conference on Web search and data mining, pp 65\u201374","DOI":"10.1145\/1935826.1935845"},{"key":"4161_CR6","doi-asserted-by":"crossref","unstructured":"Bakshy E, Rosenn I, Marlow C, Adamic L (2012) The role of social networks in information diffusion. In: Proceedings of the 21st international conference on world wide web, pp 519\u2013528. ACM","DOI":"10.1145\/2187836.2187907"},{"issue":"23","key":"4161_CR7","doi-asserted-by":"publisher","first-page":"238701","DOI":"10.1103\/PhysRevLett.103.238701","volume":"103","author":"L Barnett","year":"2009","unstructured":"Barnett L, Barrett AB, Seth AK (2009) Granger causality and transfer entropy are equivalent for Gaussian variables. Phys Rev Lett 103(23):238701","journal-title":"Phys Rev Lett"},{"issue":"1","key":"4161_CR8","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1109\/TCST.2006.883234","volume":"15","author":"M Bauer","year":"2007","unstructured":"Bauer M, Cox JW, Caveness MH, Downs JJ, Thornhill NF (2007) Finding the direction of disturbance propagation in a chemical process using transfer entropy. IEEE Trans Control Syst Technol 15(1):12\u201321","journal-title":"IEEE Trans Control Syst Technol"},{"issue":"1","key":"4161_CR9","doi-asserted-by":"publisher","first-page":"113","DOI":"10.1080\/0022250X.1972.9989806","volume":"2","author":"P Bonacich","year":"1972","unstructured":"Bonacich P (1972) Factoring and weighting approaches to status scores and clique identification. J Math Sociol 2(1):113\u2013120","journal-title":"J Math Sociol"},{"key":"4161_CR10","unstructured":"Cai R, Zhang Z, Hao Z (2013) SADA: a general framework to support robust causation discovery. In: ICML pp 208\u2013216"},{"issue":"8","key":"4161_CR11","doi-asserted-by":"publisher","first-page":"1801","DOI":"10.1109\/TNNLS.2016.2556724","volume":"28","author":"R Cai","year":"2017","unstructured":"Cai R, Zhang Z, Hao Z, Winslett M (2017) Understanding social causalities behind human action sequences. IEEE Trans Neural Netw Learn Syst 28(8):1801\u20131813","journal-title":"IEEE Trans Neural Netw Learn Syst"},{"issue":"10\u201317","key":"4161_CR12","first-page":"30","volume":"10","author":"M Cha","year":"2010","unstructured":"Cha M, Haddadi H, Benevenuto F, Gummadi PK (2010) Measuring user influence in twitter: the million follower fallacy. ICWSM 10(10\u201317):30","journal-title":"ICWSM"},{"key":"4161_CR13","doi-asserted-by":"crossref","unstructured":"Chikhaoui B, Chiazzaro M, Wang S (2015) A new granger causal model for influence evolution in dynamic social networks: the case of DBLP. In: AAAI, pp 51\u201357","DOI":"10.1609\/aaai.v29i1.9163"},{"issue":"6","key":"4161_CR14","doi-asserted-by":"publisher","first-page":"2052","DOI":"10.1109\/TCST.2012.2233476","volume":"21","author":"P Duan","year":"2013","unstructured":"Duan P, Yang F, Chen T, Shah SL (2013) Direct causality detection via the transfer entropy approach. IEEE Trans Control Syst Technol 21(6):2052\u20132066","journal-title":"IEEE Trans Control Syst Technol"},{"issue":"3","key":"4161_CR15","doi-asserted-by":"publisher","first-page":"215","DOI":"10.1016\/0378-8733(78)90021-7","volume":"1","author":"LC Freeman","year":"1978","unstructured":"Freeman LC (1978) Centrality in social networks conceptual clarification. Soc Netw 1(3):215\u2013239","journal-title":"Soc Netw"},{"key":"4161_CR16","doi-asserted-by":"publisher","first-page":"80","DOI":"10.2307\/1130293","volume":"1","author":"HF Gollob","year":"1987","unstructured":"Gollob HF, Reichardt CS (1987) Taking account of time lags in causal models. Child Dev 1:80\u201392","journal-title":"Child Dev"},{"key":"4161_CR17","first-page":"424","volume":"1","author":"WJ Granger Clive","year":"1969","unstructured":"Granger Clive WJ (1969) Investigating causal relations by econometric models and cross-spectral methods. Econ J Econ Soc 1:424\u2013438","journal-title":"Econ J Econ Soc"},{"key":"4161_CR18","doi-asserted-by":"publisher","first-page":"329","DOI":"10.1016\/0165-1889(80)90069-X","volume":"2","author":"CWJ Granger","year":"1980","unstructured":"Granger CWJ (1980) Testing for causality: a personal viewpoint. J Econ Dyn Control 2:329\u2013352","journal-title":"J Econ Dyn Control"},{"key":"4161_CR19","unstructured":"Hoyer PO, Janzing D, Mooij JM, Peters J, Sch\u00f6lkopf B (2009) Nonlinear causal discovery with additive noise models. In: Advances in neural information processing systems, pp 689\u2013696"},{"issue":"9","key":"4161_CR20","doi-asserted-by":"publisher","first-page":"144","DOI":"10.1109\/MCOM.2013.6588663","volume":"51","author":"L Jin","year":"2013","unstructured":"Jin L, Chen Y, Wang T, Hui P, Vasilakos AV (2013) Understanding user behavior in online social networks: a survey. IEEE Commun Mag 51(9):144\u2013150","journal-title":"IEEE Commun Mag"},{"key":"4161_CR21","doi-asserted-by":"crossref","unstructured":"Liu S, Zheng H, Shen H, Cheng X, Liao X (2017) Learning concise representations of users\u2019 influences through online behaviors. In: Proceedings of the 26th international joint conference on artificial intelligence, pp 2351\u20132357. AAAI Press","DOI":"10.24963\/ijcai.2017\/327"},{"issue":"2","key":"4161_CR22","doi-asserted-by":"publisher","first-page":"330","DOI":"10.1016\/j.neuroimage.2010.01.099","volume":"58","author":"D Marinazzo","year":"2011","unstructured":"Marinazzo D, Liao W, Chen H, Stramaglia S (2011) Nonlinear connectivity by granger causality. Neuroimage 58(2):330\u2013338","journal-title":"Neuroimage"},{"issue":"1","key":"4161_CR23","doi-asserted-by":"publisher","first-page":"438","DOI":"10.1016\/j.jsv.2008.11.025","volume":"322","author":"LA Overbey","year":"2009","unstructured":"Overbey LA, Todd MD (2009) Dynamic system change detection using a modification of the transfer entropy. J Sound Vib 322(1):438\u2013453","journal-title":"J Sound Vib"},{"key":"4161_CR24","unstructured":"Page L, Brin S, Motwani R, Winograd T (1999) The pagerank citation ranking: bringing order to the web. Technical report, Stanford InfoLab"},{"key":"4161_CR25","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511803161","volume-title":"Causality","author":"J Pearl","year":"2009","unstructured":"Pearl J (2009) Causality. Cambridge University Press, Cambridge"},{"issue":"12","key":"4161_CR26","doi-asserted-by":"publisher","first-page":"2436","DOI":"10.1109\/TPAMI.2011.71","volume":"33","author":"J Peters","year":"2011","unstructured":"Peters J, Janzing D, Scholkopf B (2011) Causal inference on discrete data using additive noise models. IEEE Trans Pattern Anal Mach Intell 33(12):2436\u20132450","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"4161_CR27","doi-asserted-by":"crossref","unstructured":"Richardson M, Domingos P (2002) Mining knowledge-sharing sites for viral marketing. In: Proceedings of ACM SIGKDD, pp 61\u201370. ACM","DOI":"10.1145\/775047.775057"},{"issue":"5","key":"4161_CR28","doi-asserted-by":"publisher","first-page":"465","DOI":"10.1016\/0005-1098(78)90005-5","volume":"14","author":"J Rissanen","year":"1978","unstructured":"Rissanen J (1978) Modeling by shortest data description. Automatica 14(5):465\u2013471","journal-title":"Automatica"},{"key":"4161_CR29","first-page":"2003","volume":"7","author":"S Shimizu","year":"2006","unstructured":"Shimizu S, Hoyer PO, Hyv\u00e4rinen A, Kerminen A (2006) A linear non-Gaussian acyclic model for causal discovery. J Mach Learn Res 7:2003\u20132030","journal-title":"J Mach Learn Res"},{"key":"4161_CR30","volume-title":"Causation, prediction, and search","author":"P Spirtes","year":"2000","unstructured":"Spirtes P, Glymour CN, Scheines R (2000) Causation, prediction, and search. MIT Press, London"},{"key":"4161_CR31","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1016\/j.physd.2013.07.001","volume":"267","author":"J Sun","year":"2014","unstructured":"Sun J, Bollt EM (2014) Causation entropy identifies indirect influences, dominance of neighbors and anticipatory couplings. Physica D: Nonlinear Phenom 267:49\u201357","journal-title":"Physica D: Nonlinear Phenom"},{"issue":"1","key":"4161_CR32","doi-asserted-by":"publisher","first-page":"73","DOI":"10.1137\/140956166","volume":"14","author":"J Sun","year":"2015","unstructured":"Sun J, Taylor D, Bollt EM (2015) Causal network inference by optimal causation entropy. SIAM J Appl Dyn Syst 14(1):73\u2013106","journal-title":"SIAM J Appl Dyn Syst"},{"key":"4161_CR33","doi-asserted-by":"crossref","unstructured":"Teutle ARM (2010) Twitter: network properties analysis. In: 2010 20th international conference on electronics, communications and computer (CONIELECOMP), pp 180\u2013186. IEEE","DOI":"10.1109\/CONIELECOMP.2010.5440773"},{"key":"4161_CR34","unstructured":"Tunkelang D (2009) A twitter analog to pagerank. The Noisy Channel. https:\/\/thenoisychannel.com\/2009\/01\/13\/a-twitter-analog-to-pagerank"},{"key":"4161_CR35","doi-asserted-by":"crossref","unstructured":"Ver\u00a0Steeg G, Galstyan A (2012) Information transfer in social media. In: Proceedings of the 21st international conference on world wide web, pp 509\u2013518. ACM","DOI":"10.1145\/2187836.2187906"},{"issue":"1","key":"4161_CR36","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1007\/s10827-010-0262-3","volume":"30","author":"R Vicente","year":"2011","unstructured":"Vicente R, Wibral M, Lindner M, Pipa G (2011) Transfer entropy\u2014a model-free measure of effective connectivity for the neurosciences. J Comput Neurosci 30(1):45\u201367","journal-title":"J Comput Neurosci"},{"issue":"3","key":"4161_CR37","doi-asserted-by":"publisher","first-page":"220","DOI":"10.1111\/j.1756-2589.2011.00097.x","volume":"3","author":"SK Walker","year":"2011","unstructured":"Walker SK (2011) Connected: the surprising power of our social networks and how they shape our lives. J Family Theory Rev 3(3):220\u2013224","journal-title":"J Family Theory Rev"},{"key":"4161_CR38","doi-asserted-by":"publisher","first-page":"2168","DOI":"10.1109\/TKDE.2017.2728064","volume":"10","author":"B Wang","year":"2017","unstructured":"Wang B, Chen G, Luoyi F, Song L, Wang X (2017) Drimux: dynamic rumor influence minimization with user experience in social networks. IEEE Trans Knowl Data Eng 10:2168\u20132181","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"4161_CR39","doi-asserted-by":"crossref","unstructured":"Weng J, Lim E-P, Jiang J, He Q (2010) Twitterrank: finding topic-sensitive influential twitterers. In: Proceedings of the third ACM international conference on web search and data mining, pp 261\u2013270. ACM","DOI":"10.1145\/1718487.1718520"},{"key":"4161_CR40","unstructured":"Zhang K, Hyv\u00e4rinen A (2009) On the identifiability of the post-nonlinear causal model. In: Proceedings of the twenty-fifth conference on uncertainty in artificial intelligence, pp 647\u2013655. AUAI Press"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-019-04161-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00521-019-04161-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-019-04161-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,14]],"date-time":"2022-09-14T13:07:34Z","timestamp":1663160854000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00521-019-04161-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,3,27]]},"references-count":40,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2020,6]]}},"alternative-id":["4161"],"URL":"https:\/\/doi.org\/10.1007\/s00521-019-04161-5","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,3,27]]},"assertion":[{"value":"3 September 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"19 March 2019","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 March 2019","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}