{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T23:50:10Z","timestamp":1743033010193,"version":"3.40.3"},"publisher-location":"Cham","reference-count":45,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030934088"},{"type":"electronic","value":"9783030934095"}],"license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022]]},"DOI":"10.1007\/978-3-030-93409-5_33","type":"book-chapter","created":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T03:18:22Z","timestamp":1641007102000},"page":"388-401","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Vertex Entropy Based Link Prediction in Unweighted and Weighted Complex Networks"],"prefix":"10.1007","author":[{"given":"Purushottam","family":"Kumar","sequence":"first","affiliation":[]},{"given":"Dolly","family":"Sharma","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,1,1]]},"reference":[{"issue":"3","key":"33_CR1","doi-asserted-by":"publisher","first-page":"211","DOI":"10.1016\/S0378-8733(03)00009-1","volume":"25","author":"LA Adamic","year":"2003","unstructured":"Adamic, L.A., Adar, E.: Friends and neighbors on the web. Soc. Netw. 25(3), 211\u2013230 (2003)","journal-title":"Soc. Netw."},{"key":"33_CR2","unstructured":"Baltakiene, M., et al.: Maximum entropy approach to link prediction in bipartite networks. arXiv preprint arXiv:1805.04307 (2018)"},{"key":"33_CR3","doi-asserted-by":"crossref","unstructured":"Barab\u00e1si, A.L., Albert, R.: Emergence of scaling in random networks. Science 286(5439), 509\u2013512 (1999)","DOI":"10.1126\/science.286.5439.509"},{"issue":"3\u20134","key":"33_CR4","doi-asserted-by":"publisher","first-page":"590","DOI":"10.1016\/S0378-4371(02)00736-7","volume":"311","author":"AL Barab\u00e2si","year":"2002","unstructured":"Barab\u00e2si, A.L., Jeong, H., N\u00e9da, Z., Ravasz, E., Schubert, A., Vicsek, T.: Evolution of the social network of scientific collaborations. Phys. A: Stat. Mech. Appl. 311(3\u20134), 590\u2013614 (2002)","journal-title":"Phys. A: Stat. Mech. Appl."},{"key":"33_CR5","unstructured":"Bible network dataset \u2013 KONECT, October 2017. http:\/\/konect.cc\/networks\/moreno_names"},{"issue":"1","key":"33_CR6","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1038\/srep01613","volume":"3","author":"CV Cannistraci","year":"2013","unstructured":"Cannistraci, C.V., Alanis-Lobato, G., Ravasi, T.: From link-prediction in brain connectomes and protein interactomes to the local-community-paradigm in complex networks. Sci. Rep. 3(1), 1\u201314 (2013)","journal-title":"Sci. Rep."},{"key":"33_CR7","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1016\/j.neucom.2019.08.068","volume":"369","author":"G Chen","year":"2019","unstructured":"Chen, G., Xu, C., Wang, J., Feng, J., Feng, J.: Graph regularization weighted nonnegative matrix factorization for link prediction in weighted complex network. Neurocomputing 369, 50\u201360 (2019)","journal-title":"Neurocomputing"},{"key":"33_CR8","unstructured":"Coleman, J.S.: Introduction to mathematical sociology. London Free Press Glencoe (1964)"},{"key":"33_CR9","doi-asserted-by":"crossref","unstructured":"Daminelli, S., Thomas, J.M., Dur\u00e1n, C., Cannistraci, C.V.: Common neighbours and the local-community-paradigm for topological link prediction in bipartite networks. New J. Phys. 17(11), 113037 (2015)","DOI":"10.1088\/1367-2630\/17\/11\/113037"},{"key":"33_CR10","volume-title":"Deep South; a Social Anthropological Study of Caste and Class","author":"A Davis","year":"1941","unstructured":"Davis, A., Gardner, B.B., Gardner, M.R.: Deep South; a Social Anthropological Study of Caste and Class. The University of Chicago Press, Chicago (1941)"},{"issue":"5981","key":"33_CR11","doi-asserted-by":"publisher","first-page":"1029","DOI":"10.1126\/science.1186605","volume":"328","author":"N Eagle","year":"2010","unstructured":"Eagle, N., Macy, M., Claxton, R.: Network diversity and economic development. Science 328(5981), 1029\u20131031 (2010)","journal-title":"Science"},{"key":"33_CR12","unstructured":"Florida ecosystem wet network dataset \u2013 KONECT, October 2017. http:\/\/konect.cc\/networks\/foodweb-baywet"},{"key":"33_CR13","doi-asserted-by":"crossref","unstructured":"Garc\u00eda-P\u00e9rez, G., Aliakbarisani, R., Ghasemi, A., Serrano, M.\u00c1.: Precision as a measure of predictability of missing links in real networks. Phys. Rev. E 101(5), 052318 (2020)","DOI":"10.1103\/PhysRevE.101.052318"},{"issue":"04","key":"33_CR14","doi-asserted-by":"publisher","first-page":"565","DOI":"10.1142\/S0219525903001067","volume":"6","author":"PM Gleiser","year":"2003","unstructured":"Gleiser, P.M., Danon, L.: Community structure in jazz. Adv. Complex Syst. 6(04), 565\u2013573 (2003)","journal-title":"Adv. Complex Syst."},{"issue":"1","key":"33_CR15","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1148\/radiology.143.1.7063747","volume":"143","author":"JA Hanley","year":"1982","unstructured":"Hanley, J.A., McNeil, B.J.: The meaning and use of the area under a receiver operating characteristic (roc) curve. Radiology 143(1), 29\u201336 (1982)","journal-title":"Radiology"},{"issue":"1","key":"33_CR16","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1145\/963770.963772","volume":"22","author":"JL Herlocker","year":"2004","unstructured":"Herlocker, J.L., Konstan, J.A., Terveen, L.G., Riedl, J.T.: Evaluating collaborative filtering recommender systems. ACM Trans. Inform. Syst. (TOIS) 22(1), 5\u201353 (2004)","journal-title":"ACM Trans. Inform. Syst. (TOIS)"},{"issue":"9","key":"33_CR17","doi-asserted-by":"publisher","first-page":"320","DOI":"10.3390\/e18090320","volume":"18","author":"T Kajdanowicz","year":"2016","unstructured":"Kajdanowicz, T., Morzy, M.: Using graph and vertex entropy to compare empirical graphs with theoretical graph models. Entropy 18(9), 320 (2016)","journal-title":"Entropy"},{"issue":"1","key":"33_CR18","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1007\/BF02289026","volume":"18","author":"L Katz","year":"1953","unstructured":"Katz, L.: A new status index derived from sociometric analysis. Psychometrika 18(1), 39\u201343 (1953)","journal-title":"Psychometrika"},{"key":"33_CR19","doi-asserted-by":"crossref","unstructured":"Kitsak, M., Voitalov, I., Krioukov, D.: Link prediction with hyperbolic geometry. Phys. Rev. Res. 2(4), 043113 (2020)","DOI":"10.1103\/PhysRevResearch.2.043113"},{"issue":"6798","key":"33_CR20","doi-asserted-by":"publisher","first-page":"845","DOI":"10.1038\/35022643","volume":"406","author":"JM Kleinberg","year":"2000","unstructured":"Kleinberg, J.M.: Navigation in a small world. Nature 406(6798), 845\u2013845 (2000)","journal-title":"Nature"},{"key":"33_CR21","unstructured":"U. rovira i virgili network dataset \u2013 KONECT, September 2016. http:\/\/konect.uni-koblenz.de\/networks\/arenas-email"},{"key":"33_CR22","unstructured":"Us power grid network dataset \u2013 KONECT, September 2016. http:\/\/konect.uni-koblenz.de\/networks\/opsahl-powergrid"},{"issue":"1","key":"33_CR23","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1038\/s41598-020-77364-9","volume":"10","author":"P Kumar","year":"2020","unstructured":"Kumar, P., Sharma, D.: A potential energy and mutual information based link prediction approach for bipartite networks. Sci. Rep. 10(1), 1\u201314 (2020)","journal-title":"Sci. Rep."},{"issue":"1","key":"33_CR24","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s13278-021-00745-z","volume":"11","author":"P Kumar","year":"2021","unstructured":"Kumar, P., Sharma, D.: A novel similarity measure for the link prediction in unipartite and bipartite networks. Soc. Netw. Anal. Min. 11(1), 1\u201314 (2021)","journal-title":"Soc. Netw. Anal. Min."},{"issue":"7","key":"33_CR25","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.: The link-prediction problem for social networks. J. Am. Soc. Inform. Sci. Technol. 58(7), 1019\u20131031 (2007)","journal-title":"J. Am. Soc. Inform. Sci. Technol."},{"issue":"1","key":"33_CR26","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1080\/0022250X.1971.9989788","volume":"1","author":"F Lorrain","year":"1971","unstructured":"Lorrain, F., White, H.C.: Structural equivalence of individuals in social networks. J. Math. Soc. 1(1), 49\u201380 (1971)","journal-title":"J. Math. Soc."},{"issue":"8","key":"33_CR27","doi-asserted-by":"publisher","first-page":"2325","DOI":"10.1073\/pnas.1424644112","volume":"112","author":"L L\u00fc","year":"2015","unstructured":"L\u00fc, L., Pan, L., Zhou, T., Zhang, Y.C., Stanley, H.E.: Toward link predictability of complex networks. Proc. Nat. Acad. Sci. 112(8), 2325\u20132330 (2015)","journal-title":"Proc. Nat. Acad. Sci."},{"key":"33_CR28","doi-asserted-by":"crossref","unstructured":"L\u00fc, L., Zhou, T.: Role of weak ties in link prediction of complex networks. In: Proceedings of the 1st ACM International Workshop on Complex Networks Meet Information & Knowledge Management, pp. 55\u201358 (2009)","DOI":"10.1145\/1651274.1651285"},{"issue":"6","key":"33_CR29","doi-asserted-by":"publisher","first-page":"1150","DOI":"10.1016\/j.physa.2010.11.027","volume":"390","author":"L L\u00fc","year":"2011","unstructured":"L\u00fc, L., Zhou, T.: Link prediction in complex networks: a survey. Phys. A: Stat. Mech. Appl. 390(6), 1150\u20131170 (2011)","journal-title":"Phys. A: Stat. Mech. Appl."},{"key":"33_CR30","doi-asserted-by":"publisher","first-page":"16","DOI":"10.1016\/j.engappai.2017.12.006","volume":"70","author":"B Moradabadi","year":"2018","unstructured":"Moradabadi, B., Meybodi, M.R.: Link prediction in weighted social networks using learning automata. Eng. Appl. Artif. Intell. 70, 16\u201324 (2018)","journal-title":"Eng. Appl. Artif. Intell."},{"key":"33_CR31","doi-asserted-by":"crossref","unstructured":"Murata, T., Moriyasu, S.: Link prediction of social networks based on weighted proximity measures. In: IEEE\/WIC\/ACM International Conference on Web Intelligence (WI\u201907), pp. 85\u201388. IEEE (2007)","DOI":"10.1109\/WI.2007.52"},{"key":"33_CR32","doi-asserted-by":"crossref","unstructured":"Newman, M.E.: Clustering and preferential attachment in growing networks. Phys. Rev. E 64(2), 025102 (2001)","DOI":"10.1103\/PhysRevE.64.025102"},{"key":"33_CR33","unstructured":"Residence hall network dataset \u2013 KONECT, October 2017. http:\/\/konect.cc\/networks\/moreno_oz"},{"key":"33_CR34","doi-asserted-by":"crossref","unstructured":"Rossi, R.A., Ahmed, N.K.: The network data repository with interactive graph analytics and visualization. In: Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence (2015). http:\/\/networkrepository.com","DOI":"10.1609\/aaai.v29i1.9277"},{"key":"33_CR35","doi-asserted-by":"crossref","unstructured":"Salton, G.: Some research problems in automatic information retrieval. In: ACM SIGIR Forum, vol.\u00a017, pp. 252\u2013263. ACM New York, NY, USA (1983)","DOI":"10.1145\/1013230.511830"},{"issue":"1","key":"33_CR36","doi-asserted-by":"publisher","first-page":"2","DOI":"10.1109\/TNET.2003.822655","volume":"12","author":"N Spring","year":"2004","unstructured":"Spring, N., Mahajan, R., Wetherall, D., Anderson, T.: Measuring isp topologies with rocketfuel. IEEE\/ACM Trans. Netw. 12(1), 2\u201316 (2004)","journal-title":"IEEE\/ACM Trans. Netw."},{"key":"33_CR37","doi-asserted-by":"crossref","unstructured":"Tan, F., Xia, Y., Zhu, B.: Link prediction in complex networks: a mutual information perspective. PloS One 9(9), e107056 (2014)","DOI":"10.1371\/journal.pone.0107056"},{"issue":"10","key":"33_CR38","doi-asserted-by":"publisher","first-page":"2263","DOI":"10.1109\/TKDE.2017.2728527","volume":"29","author":"H Wang","year":"2017","unstructured":"Wang, H., Hu, W., Qiu, Z., Du, B.: Nodes\u2019 evolution diversity and link prediction in social networks. IEEE Trans. Knowl. Data Eng. 29(10), 2263\u20132274 (2017)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"issue":"1","key":"33_CR39","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s11432-014-5237-y","volume":"58","author":"P Wang","year":"2015","unstructured":"Wang, P., Xu, B., Wu, Y., Zhou, X.: Link prediction in social networks: the state-of-the-art. Sci. China Inform. Sci. 58(1), 1\u201338 (2015)","journal-title":"Sci. China Inform. Sci."},{"issue":"1","key":"33_CR40","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1038\/s41598-019-48583-6","volume":"9","author":"M Waniek","year":"2019","unstructured":"Waniek, M., Zhou, K., Vorobeychik, Y., Moro, E., Michalak, T.P., Rahwan, T.: How to hide one\u2019s relationships from link prediction algorithms. Sci. Rep. 9(1), 1\u201310 (2019)","journal-title":"Sci. Rep."},{"key":"33_CR41","doi-asserted-by":"publisher","first-page":"294","DOI":"10.1016\/j.physa.2016.03.091","volume":"456","author":"Z Xu","year":"2016","unstructured":"Xu, Z., Pu, C., Yang, J.: Link prediction based on path entropy. Phys. A: Stat. Mech. Appl. 456, 294\u2013301 (2016)","journal-title":"Phys. A: Stat. Mech. Appl."},{"key":"33_CR42","doi-asserted-by":"publisher","first-page":"52","DOI":"10.1016\/j.physa.2018.06.051","volume":"510","author":"Y Yao","year":"2018","unstructured":"Yao, Y., Zhang, R., Yang, F., Tang, J., Yuan, Y., Hu, R.: Link prediction in complex networks based on the interactions among paths. Phys. A: Stat. Mech. Appl. 510, 52\u201367 (2018)","journal-title":"Phys. A: Stat. Mech. Appl."},{"issue":"4","key":"33_CR43","doi-asserted-by":"publisher","first-page":"452","DOI":"10.1086\/jar.33.4.3629752","volume":"33","author":"WW Zachary","year":"1977","unstructured":"Zachary, W.W.: An information flow model for conflict and fission in small groups. J. Anthropol. Res. 33(4), 452\u2013473 (1977)","journal-title":"J. Anthropol. Res."},{"issue":"4","key":"33_CR44","doi-asserted-by":"publisher","first-page":"623","DOI":"10.1140\/epjb\/e2009-00335-8","volume":"71","author":"T Zhou","year":"2009","unstructured":"Zhou, T., L\u00fc, L., Zhang, Y.C.: Predicting missing links via local information. Eur. Phys. J. B 71(4), 623\u2013630 (2009)","journal-title":"Eur. Phys. J. B"},{"key":"33_CR45","doi-asserted-by":"crossref","unstructured":"Zhou, Y., Wu, C., Tan, L.: Biased random walk with restart for link prediction with graph embedding method. Phys. A: Stat. Mech. Appl. 570, 125783 (2021)","DOI":"10.1016\/j.physa.2021.125783"}],"container-title":["Studies in Computational Intelligence","Complex Networks &amp; Their Applications X"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-93409-5_33","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,4,27]],"date-time":"2023-04-27T20:34:58Z","timestamp":1682627698000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-93409-5_33"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"ISBN":["9783030934088","9783030934095"],"references-count":45,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-93409-5_33","relation":{},"ISSN":["1860-949X","1860-9503"],"issn-type":[{"type":"print","value":"1860-949X"},{"type":"electronic","value":"1860-9503"}],"subject":[],"published":{"date-parts":[[2022]]},"assertion":[{"value":"1 January 2022","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"COMPLEX NETWORKS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Complex Networks and Their Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Madrid","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Spain","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2021","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 November 2021","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2 December 2021","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"10","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iwcna2021","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.complexnetworks.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}