{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T00:28:41Z","timestamp":1777854521026,"version":"3.51.4"},"reference-count":58,"publisher":"SAGE Publications","issue":"4","license":[{"start":{"date-parts":[[2021,8,11]],"date-time":"2021-08-11T00:00:00Z","timestamp":1628640000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"funder":[{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea","doi-asserted-by":"publisher","award":["NRF-2020R1A2B5B01002207"],"award-info":[{"award-number":["NRF-2020R1A2B5B01002207"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Journal of Information Science"],"published-print":{"date-parts":[[2023,8]]},"abstract":"<jats:p>A role model that supports career planning is important for authors in the academic area to improve research abilities. In this study, we discovered a role model in bibliographic networks based on two perspectives: (1) high research performance to be exemplary and (2) a similar research history that can be easily followed by authors. We assume that the year-wise subgraphs in the dynamic bibliographic network signify the \u2018research history\u2019. We discovered role models of authors in three steps: (1) learning vector representations of research history in dynamic bibliographic networks, (2) measuring the similarity of authors according to the research history and (3) visualising role models. With this process, we can recommend a reasonable role model whose research path the authors can easily follow. In addition, we verified the effectiveness of the research history embeddings and the accuracy of the recommended role model in a real data set.<\/jats:p>","DOI":"10.1177\/01655515211034407","type":"journal-article","created":{"date-parts":[[2021,8,11]],"date-time":"2021-08-11T04:08:15Z","timestamp":1628654895000},"page":"990-1006","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":4,"title":["Discovering the role model of authors by embedding research history"],"prefix":"10.1177","volume":"49","author":[{"given":"Hyeon-Ju","family":"Jeon","sequence":"first","affiliation":[{"name":"Department of Computer Engineering, Chung-Ang University, Republic of Korea"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0050-7445","authenticated-orcid":false,"given":"Jason J","family":"Jung","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering, Chung-Ang University, Republic of Korea"}]}],"member":"179","published-online":{"date-parts":[[2021,8,11]]},"reference":[{"key":"bibr1-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1145\/3041021.3051154"},{"key":"bibr2-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2890388"},{"key":"bibr3-01655515211034407","first-page":"464","volume-title":"Proceedings of the 2017 IEEE international symposium on parallel and distributed processing with applications and 2017 IEEE international conference on ubiquitous computing and communications (ISPA\/IUCC 2017)","author":"Wan W"},{"key":"bibr4-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1086\/493841"},{"key":"bibr5-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1111\/j.1471-6402.1976.tb00805.x"},{"issue":"3","key":"bibr6-01655515211034407","first-page":"427","volume":"7","author":"Atwater LE.","year":"1996","journal-title":"Leader Quart"},{"key":"bibr7-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1136\/bmj.39503.757847.BE"},{"key":"bibr8-01655515211034407","first-page":"87","volume-title":"Proceedings of the 13th ACM\/IEEE-CS joint conference on Digital libraries (JCDL 2013)","author":"Gollapalli SD"},{"key":"bibr9-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1016\/j.is.2018.12.003"},{"key":"bibr10-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1007\/s11192-018-2973-6"},{"key":"bibr11-01655515211034407","doi-asserted-by":"publisher","DOI":"10.3389\/fdata.2019.00039"},{"key":"bibr12-01655515211034407","first-page":"2539","volume":"12","author":"Shervashidze N","year":"2011","journal-title":"J Mach Learn Res"},{"key":"bibr13-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1016\/j.joi.2020.101126"},{"key":"bibr14-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1145\/3041021.3054137"},{"key":"bibr15-01655515211034407","first-page":"249","volume-title":"Proceedings of the 8th international conference on pattern recognition and machine intelligence (PReMI 2019), lecture notes in computer science","volume":"11942","author":"Anil A"},{"key":"bibr16-01655515211034407","first-page":"1","volume":"2020","author":"Liu H","year":"2020","journal-title":"Complexity"},{"key":"bibr17-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.0307545100"},{"key":"bibr18-01655515211034407","first-page":"243","volume-title":"Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining (KDD 2010)","author":"Lichtenwalter RN"},{"key":"bibr19-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1007\/s13278-018-0501-6"},{"key":"bibr20-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-017-1086-x"},{"key":"bibr21-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1109\/TETC.2014.2356505"},{"key":"bibr22-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1007\/s11036-014-0555-2"},{"key":"bibr23-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1007\/s11192-020-03374-z"},{"key":"bibr24-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1007\/s13042-020-01190-8"},{"key":"bibr25-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1007\/s10791-017"},{"key":"bibr26-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1587\/transinf.2019EDP7108"},{"key":"bibr27-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1145\/2736277.2741093"},{"key":"bibr28-01655515211034407","first-page":"1225","volume-title":"Proceedings of the 22nd ACM SIGKDD international conference on knowledge discovery and data mining (KDD 2016)","author":"Wang D"},{"key":"bibr29-01655515211034407","first-page":"701","volume-title":"Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining (KDD 2014)","author":"Perozzi B"},{"key":"bibr30-01655515211034407","first-page":"855","volume-title":"Proceedings of the 22nd ACM SIGKDD international conference on knowledge discovery and data mining (KDD 2016)","author":"Grover A"},{"key":"bibr31-01655515211034407","unstructured":"Narayanan A, Chandramohan M, Chen L et al. subgraph2vec: learning distributed representations of rooted sub-graphs from large graphs, 2016. Available at: https:\/\/arxiv.org\/abs\/1606.08928"},{"key":"bibr32-01655515211034407","first-page":"32","volume-title":"Proceedings of the 7th international conference on analysis of images, social networks and texts (AIST 2018), lecture notes in computer science","volume":"11179","author":"Makarov I"},{"key":"bibr33-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0148492"},{"key":"bibr34-01655515211034407","first-page":"3111","volume-title":"Advances in neural information processing systems 26: proceedings of 27th annual conference on neural information processing systems (NIPS 2013)","author":"Mikolov T"},{"key":"bibr35-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2020.105784"},{"key":"bibr36-01655515211034407","doi-asserted-by":"crossref","unstructured":"Ganesh J, Ganguly S, Gupta M et al. Author2vec: learning author representations by combining content and link information. In: Bourdeau J, Hendler J, Nkambou R et al. (eds) Proceedings of the 25th international conference on World Wide Web (WWW 2016). Montreal, QC, Canada: ACM, pp. 49\u201350.","DOI":"10.1145\/2872518.2889382"},{"key":"bibr37-01655515211034407","first-page":"1007","volume-title":"Proceedings of the 2018 IEEE SmartWorld, ubiquitous intelligence & computing, advanced & trusted computing, scalable computing & communications, cloud & big data computing, Internet of people and smart city innovation (SmartWorld\/SCALCOM\/UIC\/ATC\/CBDCom\/IOP\/SCI)","author":"Kong X"},{"key":"bibr38-01655515211034407","first-page":"731","volume-title":"Proceedings of the 10th ACM international conference on Web search and data mining (WSDM 2017)","author":"Huang X"},{"key":"bibr39-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1007\/s11192-017-2485-9"},{"key":"bibr40-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2941022"},{"key":"bibr41-01655515211034407","first-page":"331","volume-title":"Proceedings of the eleventh ACM conference on recommender systems (RecSys 2017)","author":"Zhang Y"},{"key":"bibr42-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2019.01.004"},{"key":"bibr43-01655515211034407","first-page":"91","volume-title":"Proceedings of the 2nd international conference on new trends in computing sciences (ICTCS 2019)","author":"Al-Zboon SA"},{"key":"bibr44-01655515211034407","first-page":"1713","volume-title":"Proceedings of the 2018 international conference on management of data (SIGMOD 2018)","author":"Wu S"},{"key":"bibr45-01655515211034407","first-page":"673","volume-title":"Proceedings of the eleventh ACM international conference on Web search and data mining (WSDM 2018)","author":"Yao Z"},{"key":"bibr46-01655515211034407","unstructured":"Goyal P, Kamra N, He X et al. DynGEM: deep embedding method for dynamic graphs. In: IJCAI international workshop on representation learning for graphs 2017. Available at: https:\/\/arxiv.org\/abs\/1805.11273"},{"key":"bibr47-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2019.06.024"},{"key":"bibr48-01655515211034407","unstructured":"Zhou L, Yang Y, Ren X et al. Dynamic network embedding by modeling triadic closure process. In: McIlraith SA, Weinberger KQ (eds) Proceedings of the thirty-second AAAI conference on artificial intelligence, (AAAI 2018), the 30th innovative applications of artificial intelligence (IAAI 2018), and the 8th AAAI symposium on educational advances in artificial intelligence (EAAI 2018). New Orleans, LA: AAAI Press, pp. 571\u2013578. Available at: https:\/\/www.aaai.org\/ocs\/index.php\/AAAI\/AAAI18\/paper\/view\/16572"},{"key":"bibr49-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2016.2591009"},{"key":"bibr50-01655515211034407","first-page":"1555","volume-title":"Proceedings of the 22nd ACM SIGKDD international conference on knowledge discovery and data mining (SIGKDD 2016)","author":"Du N"},{"key":"bibr51-01655515211034407","first-page":"397","volume-title":"Proceedings of the 2017 ACM on conference on information and knowledge management (CIKM 2017)","author":"Zhang Y"},{"key":"bibr52-01655515211034407","unstructured":"Narayanan A, Chandramohan M, Venkatesan R et al. graph2vec: learning distributed representations of graphs. Comput Res Reposit 2017. Available at: https:\/\/arxiv.org\/abs\/1707.05005"},{"key":"bibr53-01655515211034407","first-page":"1188","volume-title":"Proceedings of the 31st international conference on machine learning (ICML 2014), JMLR workshop and conference proceedings","volume":"32","author":"Le QV"},{"key":"bibr54-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1109\/tsp.2008.2007090"},{"key":"bibr55-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1109\/TAC.1974.1100705"},{"key":"bibr56-01655515211034407","first-page":"1269","volume-title":"Proceedings of the 25th ACM SIGKDD international conference on knowledge discovery & data mining (SIGKDD 2019)","author":"Kumar S"},{"key":"bibr57-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.0507655102"},{"key":"bibr58-01655515211034407","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2010.05.002"}],"container-title":["Journal of Information Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/01655515211034407","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/full-xml\/10.1177\/01655515211034407","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/01655515211034407","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T23:09:22Z","timestamp":1777504162000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1177\/01655515211034407"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,8,11]]},"references-count":58,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2023,8]]}},"alternative-id":["10.1177\/01655515211034407"],"URL":"https:\/\/doi.org\/10.1177\/01655515211034407","relation":{},"ISSN":["0165-5515","1741-6485"],"issn-type":[{"value":"0165-5515","type":"print"},{"value":"1741-6485","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,8,11]]}}}