{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T17:14:09Z","timestamp":1740158049661,"version":"3.37.3"},"reference-count":34,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2018,11,22]],"date-time":"2018-11-22T00:00:00Z","timestamp":1542844800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Vis"],"published-print":{"date-parts":[[2019,4]]},"DOI":"10.1007\/s12650-018-0528-9","type":"journal-article","created":{"date-parts":[[2018,11,21]],"date-time":"2018-11-21T22:10:51Z","timestamp":1542838251000},"page":"385-399","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["A visual recommendation system for co-authorship social networks (ChinaVis 2018)"],"prefix":"10.1007","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4960-7108","authenticated-orcid":false,"given":"Kai","family":"Yan","sequence":"first","affiliation":[]},{"given":"Weiwei","family":"Cui","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,11,22]]},"reference":[{"key":"528_CR1","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1016\/j.physa.2018.02.010","volume":"501","author":"F Aghabozorgi","year":"2018","unstructured":"Aghabozorgi F, Khayyambashi MR (2018) A new similarity measure for link prediction based on local structures in social networks. Phys A Stat Mech Appl 501:12\u201323. \n                    https:\/\/doi.org\/10.1016\/j.physa.2018.02.010","journal-title":"Phys A Stat Mech Appl"},{"key":"528_CR2","first-page":"e116","volume":"3","author":"NK Ahmed","year":"2017","unstructured":"Ahmed NK, Duffield N, Xia L (2017) Estimating node similarity by sampling streaming bipartite graphs. CoRR 3:e116","journal-title":"CoRR"},{"key":"528_CR3","doi-asserted-by":"publisher","unstructured":"Barbieri N, Bonchi F, Manco G (2014) Who to follow and why. In: Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining\u2014KDD \u201914, ACM Press, New York, New York, USA, pp 1266\u20131275. \n                    https:\/\/doi.org\/10.1145\/2623330.2623733","DOI":"10.1145\/2623330.2623733"},{"key":"528_CR4","doi-asserted-by":"publisher","unstructured":"Bostandjiev S, O\u2019Donovan J, H\u00f6llerer T (2012) TasteWeights. In: Proceedings of the sixth ACM conference on Recommender systems\u2014RecSys \u201912, ACM Press, New York, New York, USA, p 35. \n                    https:\/\/doi.org\/10.1145\/2365952.2365964","DOI":"10.1145\/2365952.2365964"},{"key":"528_CR5","unstructured":"Brand\u00e3o MA, Diniz MA, de\u00a0Sousa GA, Moro M (2017) Visualizing co-authorship social networks and collaboration recommendations with CNARe. In: Graph theoretic approaches for analyzing large-scale social networks. IGI Global, pp 173\u2013188"},{"key":"528_CR6","doi-asserted-by":"publisher","first-page":"881","DOI":"10.1007\/978-1-4899-7637-6_26","volume-title":"Recommender systems handbook","author":"P Castells","year":"2015","unstructured":"Castells P, Hurley NJ, Vargas S (2015) Novelty and diversity in recommender systems. In: Ricci F, Rokach L, Shapira B (eds) Recommender systems handbook. Springer, Boston, pp 881\u2013918. \n                    https:\/\/doi.org\/10.1007\/978-1-4899-7637-6"},{"key":"528_CR7","doi-asserted-by":"publisher","unstructured":"Chen J, Geyer W, Dugan C, Muller M, Guy I (2009) Make new friends, but keep the old. In: Proceedings of the 27th international conference on Human factors in computing systems\u2014CHI 09. ACM Press, New York, May 2016, p 201. \n                    https:\/\/doi.org\/10.1145\/1518701.1518735","DOI":"10.1145\/1518701.1518735"},{"issue":"3","key":"528_CR8","first-page":"95","volume":"3","author":"NM Eklaspur","year":"2015","unstructured":"Eklaspur NM, Pashupatimath AS (2015) A friend recommender system for social networks by life style extraction using probabilistic method\u2014Friendtome. Int J Comput Sci Trends Technol (IJCST) 3(3):95\u2013101","journal-title":"Int J Comput Sci Trends Technol (IJCST)"},{"issue":"1","key":"528_CR9","doi-asserted-by":"publisher","first-page":"57","DOI":"10.1287\/opre.1120.1148","volume":"1","author":"X Fang","year":"2013","unstructured":"Fang X, Sheng ORL, Goes P (2013) When is the right time to refresh knowledge discovered form data? Oper Res 1(1):57. \n                    https:\/\/doi.org\/10.1287\/opre.1120.1148","journal-title":"Oper Res"},{"key":"528_CR10","doi-asserted-by":"publisher","unstructured":"Gou L, You F, Guo J, Wu L, Zhang XL (2011) SFViz. Proceedings of the 2011 visual information communication\u2014international symposium on\u2014VINCI \u201911 (August 2011), pp 1\u201310. \n                    https:\/\/doi.org\/10.1145\/2016656.2016671","DOI":"10.1145\/2016656.2016671"},{"issue":"3","key":"528_CR11","doi-asserted-by":"publisher","first-page":"833","DOI":"10.1111\/j.1467-8659.2009.01679.x","volume":"29","author":"B Gretarsson","year":"2010","unstructured":"Gretarsson B, O\u2019Donovan J, Bostandjiev S, Hall C, H\u00f6llerer T (2010) SmallWorlds: visualizing social recommendations. Comput Graph Forum 29(3):833\u2013842. \n                    https:\/\/doi.org\/10.1111\/j.1467-8659.2009.01679.x","journal-title":"Comput Graph Forum"},{"issue":"2","key":"528_CR12","doi-asserted-by":"publisher","first-page":"1461","DOI":"10.1007\/s11192-013-1228-9","volume":"101","author":"R Guns","year":"2014","unstructured":"Guns R, Rousseau R (2014) Recommending research collaborations using link prediction and random forest classifiers. Scientometrics 101(2):1461\u20131473. \n                    https:\/\/doi.org\/10.1007\/s11192-013-1228-9","journal-title":"Scientometrics"},{"key":"528_CR13","doi-asserted-by":"publisher","unstructured":"Jeh G, Widom J (2001) SimRank: a measure of structural-context similarity. In: Proceedings of the eighth ACM SIGKDD international, pp 1\u201311. \n                    https:\/\/doi.org\/10.1145\/775047.775126","DOI":"10.1145\/775047.775126"},{"issue":"1","key":"528_CR14","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3131782","volume":"9","author":"ZL Li","year":"2017","unstructured":"Li ZL, Fang X, Sheng ORL (2017) A survey of link recommendation for social networks. ACM Trans Manag Inf Syst 9(1):1\u201326. \n                    https:\/\/doi.org\/10.1145\/3131782","journal-title":"ACM Trans Manag Inf Syst"},{"issue":"4","key":"528_CR15","doi-asserted-by":"publisher","first-page":"1591","DOI":"10.1093\/restud\/rds006","volume":"79","author":"F Maccheroni","year":"2012","unstructured":"Maccheroni F, Marinacci M, Rustichini A (2012) Social decision theory: choosing within and between Groups. Rev Econ Stud 79(4):1591\u20131636. \n                    https:\/\/doi.org\/10.1093\/restud\/rds006","journal-title":"Rev Econ Stud"},{"key":"528_CR16","doi-asserted-by":"publisher","unstructured":"McNee SM, Riedl J, Konstan J (2006) Being accurate is not enough. In: CHI \u201906 extended abstracts on Human factors in computing systems\u2014CHI EA \u201906. ACM Press, New York, p 1097. \n                    https:\/\/doi.org\/10.1145\/1125451.1125659","DOI":"10.1145\/1125451.1125659"},{"key":"528_CR17","doi-asserted-by":"publisher","unstructured":"O\u2019Donovan J, Smyth B, Gretarsson B, Bostandjiev S, H\u00f6llerer T (2008) PeerChooser. In: Proceeding of the twenty-sixth annual CHI conference on Human factors in computing systems\u2014CHI \u201908. ACM Press, New York, New York, USA, p 1085. \n                    https:\/\/doi.org\/10.1145\/1357054.1357222","DOI":"10.1145\/1357054.1357222"},{"key":"528_CR18","unstructured":"Page L, Brin S, Motwani R, Winograd T (1998) The PageRank citation ranking: bringing order to the web. World Wide Web Internet And Web Information Systems 54(1999\u201366):1\u201317. DOI 10.1.1.31.1768"},{"key":"528_CR19","doi-asserted-by":"publisher","unstructured":"Papadimitriou A, Symeonidis P, Manolopoulos Y (2011) Friendlink: link prediction in social networks via bounded local path traversal. In: 2011 international conference on computational aspects of social networks (CASoN). IEEE, pp 66\u201371. \n                    https:\/\/doi.org\/10.1109\/CASON.2011.6085920","DOI":"10.1109\/CASON.2011.6085920"},{"key":"528_CR20","doi-asserted-by":"publisher","unstructured":"Parada GA, Ceballos HG, Cantu FJ, Rodriguez-Aceves L (2013) Recommending intra-institutional scientific collaboration through coauthorship network visualization. In: Proceedings of the 2013 workshop on computational scientometrics: theory & applications\u2014CompSci \u201913. ACM Press, New York, New York, USA, October, pp 7\u201312. \n                    https:\/\/doi.org\/10.1145\/2508497.2508499","DOI":"10.1145\/2508497.2508499"},{"key":"528_CR21","doi-asserted-by":"publisher","unstructured":"Parra D, Brusilovsky P, Trattner C (2014) See what you want to see. In: Proceedings of the 19th international conference on intelligent user interfaces\u2014IUI \u201914, ACM Press, New York, New York, USA, pp 235\u2013240, \n                    https:\/\/doi.org\/10.1145\/2557500.2557542","DOI":"10.1145\/2557500.2557542"},{"key":"528_CR22","doi-asserted-by":"publisher","unstructured":"Qian D, Jia W (2016) The Application of Visualization in Optimizing Personalized Recommendation Result. In: Proceedings of the 2016 Joint International Information Technology, Mechanical and Electronic Engineering, Atlantis Press, Paris, France, Jimec, pp 163\u2013166, \n                    https:\/\/doi.org\/10.2991\/jimec-16.2016.27","DOI":"10.2991\/jimec-16.2016.27"},{"key":"528_CR23","unstructured":"Richthammer C, Pernul G (2016) Explorative analysis of recommendations through interactive visualization. In: International conference on electronic commerce and web technologies. Springer, December, pp 46\u201357"},{"key":"528_CR24","doi-asserted-by":"publisher","unstructured":"Tang J, Wu S, Sun J, Su H (2012) Cross-domain collaboration recommendation. In: Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining\u2014KDD \u201912. ACM Press, New York, New York, USA, vol 5, p 1285. \n                    https:\/\/doi.org\/10.1145\/2339530.2339730","DOI":"10.1145\/2339530.2339730"},{"key":"528_CR25","doi-asserted-by":"publisher","unstructured":"Tsai CH (2018) Diversity-Enhanced Recommendation Interface and Evaluation. In: Proceedings of the 2018 Conference on Human Information Interaction&Retrieval\u2014CHIIR \u201918. ACM Press, New York, New York, USA, pp 360\u2013362. \n                    https:\/\/doi.org\/10.1145\/3176349.3176357","DOI":"10.1145\/3176349.3176357"},{"key":"528_CR26","doi-asserted-by":"publisher","unstructured":"Tsai CH, Brusilovsky P (2017) Leveraging Interfaces to Improve Recommendation Diversity. In: Adjunct Publication of the 25th conference on user modeling, adaptation and personalization - UMAP \u201917, ACM Press, New York, New York, USA, pp 65\u201370. \n                    https:\/\/doi.org\/10.1145\/3099023.3099073","DOI":"10.1145\/3099023.3099073"},{"key":"528_CR27","doi-asserted-by":"publisher","unstructured":"Tsai CH, Brusilovsky P (2018) Beyond the Ranked List. In: Proceedings of the 2018 conference on human information interaction & retrieval\u2014IUI \u201918, ACM Press, New York, New York, USA, vol Part F1351, pp 239\u2013250. \n                    https:\/\/doi.org\/10.1145\/3172944.3172959","DOI":"10.1145\/3172944.3172959"},{"key":"528_CR28","doi-asserted-by":"publisher","first-page":"363","DOI":"10.1016\/j.promfg.2015.07.176","volume":"3","author":"AC Valdez","year":"2015","unstructured":"Valdez AC, \u00d6zdemir D, Yazdi MA, Schaar AK, Ziefle M (2015) Orchestrating collaboration\u2014using visual collaboration suggestion for steering of research clusters. Proc Manuf 3:363\u2013370. \n                    https:\/\/doi.org\/10.1016\/j.promfg.2015.07.176","journal-title":"Proc Manuf"},{"key":"528_CR29","doi-asserted-by":"publisher","unstructured":"Verbert K, Parra D, Brusilovsky P, Duval E (2013) Visualizing recommendations to support exploration, transparency and controllability. In: Proceedings of the 2013 international conference on Intelligent user interfaces\u2014IUI \u201913, ACM Press, New York, New York, USA, p 351. \n                    https:\/\/doi.org\/10.1145\/2449396.2449442","DOI":"10.1145\/2449396.2449442"},{"key":"528_CR30","first-page":"37","volume":"1253","author":"K Verbert","year":"2014","unstructured":"Verbert K, Parra D, Brusilovsky P (2014) The effect of different set-based visualizations on user exploration of recommendations. CEUR Workshop Proc 1253:37\u201344","journal-title":"CEUR Workshop Proc"},{"issue":"3","key":"528_CR31","doi-asserted-by":"publisher","first-page":"538","DOI":"10.1109\/TMC.2014.2322373","volume":"14","author":"Z Wang","year":"2015","unstructured":"Wang Z, Liao J, Cao Q, Qi H, Wang Z (2015) Friendbook: a semantic-based friend recommendation system for social networks. IEEE Trans Mobile Comput 14(3):538\u2013551. \n                    https:\/\/doi.org\/10.1109\/TMC.2014.2322373","journal-title":"IEEE Trans Mobile Comput"},{"key":"528_CR32","doi-asserted-by":"publisher","unstructured":"Zhang M, Hurley N (2008) Avoiding monotony: improving the diversity of recommendation lists. In: Proceedings of the 2008 ACM conference on recommender systems, pp 123\u2013130. \n                    https:\/\/doi.org\/10.1145\/1454008.1454030","DOI":"10.1145\/1454008.1454030"},{"key":"528_CR33","doi-asserted-by":"publisher","first-page":"749","DOI":"10.1016\/j.physa.2017.09.042","volume":"491","author":"Q Zhang","year":"2018","unstructured":"Zhang Q, Li M, Deng Y (2018) Measure the structure similarity of nodes in complex networks based on relative entropy. Phys A Stat Mech Appl 491:749\u2013763. \n                    https:\/\/doi.org\/10.1016\/j.physa.2017.09.042","journal-title":"Phys A Stat Mech Appl"},{"issue":"5","key":"528_CR34","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3092742","volume":"50","author":"C Zhong","year":"2017","unstructured":"Zhong C, Sastry N (2017) Systems applications of social networks. ACM Comput Surv 50(5):1\u201342. \n                    https:\/\/doi.org\/10.1145\/3092742","journal-title":"ACM Comput Surv"}],"container-title":["Journal of Visualization"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12650-018-0528-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s12650-018-0528-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12650-018-0528-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,11,21]],"date-time":"2019-11-21T19:11:36Z","timestamp":1574363496000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s12650-018-0528-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,11,22]]},"references-count":34,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2019,4]]}},"alternative-id":["528"],"URL":"https:\/\/doi.org\/10.1007\/s12650-018-0528-9","relation":{},"ISSN":["1343-8875","1875-8975"],"issn-type":[{"type":"print","value":"1343-8875"},{"type":"electronic","value":"1875-8975"}],"subject":[],"published":{"date-parts":[[2018,11,22]]},"assertion":[{"value":"20 July 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 September 2018","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 October 2018","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 November 2018","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}