{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T10:14:43Z","timestamp":1777457683787,"version":"3.51.4"},"reference-count":39,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"name":"MSI","award":["IITP-2018-2013-1-00881"],"award-info":[{"award-number":["IITP-2018-2013-1-00881"]}]},{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea","doi-asserted-by":"publisher","award":["No. 2016R1A2B3007527"],"award-info":[{"award-number":["No. 2016R1A2B3007527"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]},{"name":"MSIT\/IITP","award":["B0101-15-0266"],"award-info":[{"award-number":["B0101-15-0266"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Electron Commer Res"],"published-print":{"date-parts":[[2021,9]]},"DOI":"10.1007\/s10660-018-09327-2","type":"journal-article","created":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T14:02:46Z","timestamp":1546351366000},"page":"671-687","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":15,"title":["Hot topic prediction considering influence and expertise in social media"],"prefix":"10.1007","volume":"21","author":[{"given":"Kyoungsoo","family":"Bok","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yeonwoo","family":"Noh","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jongtae","family":"Lim","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9926-9947","authenticated-orcid":false,"given":"Jaesoo","family":"Yoo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,1,1]]},"reference":[{"key":"9327_CR1","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1016\/j.ijinfomgt.2018.05.006","volume":"43","author":"LG Pee","year":"2018","unstructured":"Pee, L. G. (2018). Affordances for sharing domain-specific and complex knowledge on enterprise social media. International Journal of Information Management, 43, 25\u201337.","journal-title":"International Journal of Information Management"},{"key":"9327_CR2","doi-asserted-by":"crossref","unstructured":"Derczynski, L., Yang, B., & Jensen, C. S. (2013). Towards context-aware search and analysis on social media data. In International conference on extending database technology, March 18\u201322, Genoa, Italy.","DOI":"10.1145\/2452376.2452393"},{"key":"9327_CR3","doi-asserted-by":"publisher","first-page":"15608","DOI":"10.1109\/ACCESS.2018.2810062","volume":"6","author":"A Anandhan","year":"2018","unstructured":"Anandhan, A., Shuib, N. L. M., Ismail, M. A., & Shaikh, G. M. (2018). Social media recommender systems: Review and open research issues. IEEE Access, 6, 15608\u201315628.","journal-title":"IEEE Access"},{"issue":"1","key":"9327_CR4","doi-asserted-by":"publisher","first-page":"36","DOI":"10.4018\/IJMDEM.2018010103","volume":"9","author":"G Sperl\u00ec","year":"2018","unstructured":"Sperl\u00ec, G., Amato, F., Mercorio, F., Mezzanzanica, M., Moscato, V., & Picariello, A. (2018). A social media recommender system. International Journal of Multimedia Data Engineering and Management, 9(1), 36\u201350.","journal-title":"International Journal of Multimedia Data Engineering and Management"},{"key":"9327_CR5","doi-asserted-by":"crossref","unstructured":"Duchateau, F. (2011). Who can best answer a query in my social network? In International conference on data engineering workshops, April 11\u201316, Hannover, Germany.","DOI":"10.1109\/ICDEW.2011.5767663"},{"key":"9327_CR6","doi-asserted-by":"crossref","unstructured":"Ehrlich, K., & Shami, N. S. (2008). Searching for expertise. In Conference on human factors in computing systems, April 5\u201310, Florence, Italy.","DOI":"10.1145\/1357054.1357224"},{"issue":"6","key":"9327_CR7","doi-asserted-by":"publisher","first-page":"1127","DOI":"10.1108\/IMDS-04-2016-0153","volume":"117","author":"C Sibona","year":"2017","unstructured":"Sibona, C., Cummings, J., & Scott, J. (2017). Predicting social networking sites continuance intention through alternative services. Industrial Management and Data Systems, 117(6), 1127\u20131144.","journal-title":"Industrial Management and Data Systems"},{"key":"9327_CR8","doi-asserted-by":"publisher","first-page":"288","DOI":"10.1016\/j.compeleceng.2014.05.016","volume":"41","author":"H Li","year":"2015","unstructured":"Li, H., Bok, K. S., & Yoo, J. S. (2015). A mobile social network for efficient contents sharing and searches. Computers & Electrical Engineering, 41, 288\u2013300.","journal-title":"Computers & Electrical Engineering"},{"key":"9327_CR9","unstructured":"Said, A., Luca, E. W. D., & Albayrak, S. (2010). How social relationships affect user similarities. In Workshop on social recommender systems, February 7\u201310, Hong Kong, China."},{"key":"9327_CR10","doi-asserted-by":"crossref","unstructured":"Mislove, A., Viswanath, B., Gummadi, P. K., & Druschel, P. (2010). You are who you know: Inferring user profiles in online social networks. In ACM international conference on Web search and data mining, February 4\u20136, New York, USA.","DOI":"10.1145\/1718487.1718519"},{"key":"9327_CR11","doi-asserted-by":"crossref","unstructured":"Phethean, C., Tiropanis, T., & Harris, L. (2015). Engaging with charities on social media: Comparing Interaction on Facebook and Twitter. In International conference on internet science, May 27\u201329, Brussels, Belgium.","DOI":"10.1007\/978-3-319-18609-2_2"},{"key":"9327_CR12","doi-asserted-by":"crossref","unstructured":"Kwak, H., Lee, C., Park, H., & Moon, S. (2010). What is Twitter, a social network or a news media? In International conference on World Wide Web, April 26\u201330, Raleigh, North Carolina, USA.","DOI":"10.1145\/1772690.1772751"},{"key":"9327_CR13","doi-asserted-by":"publisher","first-page":"708","DOI":"10.1016\/j.chb.2013.07.037","volume":"30","author":"T Dong","year":"2014","unstructured":"Dong, T., Cheng, N., & Wu, Y. J. (2014). A study of the social networking website service in digital content industries: The Facebook case in Taiwan. Computers in Human Behavior, 30, 708\u2013714.","journal-title":"Computers in Human Behavior"},{"key":"9327_CR14","doi-asserted-by":"publisher","first-page":"8","DOI":"10.1016\/j.neucom.2015.08.131","volume":"204","author":"C Guo","year":"2016","unstructured":"Guo, C., Li, B., & Tian, X. (2016). Flickr group recommendation using rich social media information. Neurocomputing, 204, 8\u201316.","journal-title":"Neurocomputing"},{"issue":"10","key":"9327_CR15","doi-asserted-by":"publisher","first-page":"2045","DOI":"10.1002\/asi.23320","volume":"66","author":"S Oh","year":"2015","unstructured":"Oh, S., & Syn, S. Y. (2015). Motivations for sharing information and social support in social media: Acomparative analysis of Facebook, Twitter, Delicious, YouTube, and Flickr. Journal of the Association forInformation Science and Technology, 66(10), 2045\u20132060.","journal-title":"Journal of the Association forInformation Science and Technology"},{"issue":"4","key":"9327_CR16","doi-asserted-by":"publisher","first-page":"422","DOI":"10.1504\/IJBIS.2016.077836","volume":"22","author":"SA Faruque","year":"2016","unstructured":"Faruque, S. A., Khatun, M. A., & Rahman, M. S. (2016). Modelling direct marketing campaign on social networks. International Journal of Business Information Systems, 22(4), 422\u2013435.","journal-title":"International Journal of Business Information Systems"},{"issue":"3","key":"9327_CR17","doi-asserted-by":"publisher","first-page":"104","DOI":"10.1109\/TCSS.2017.2720632","volume":"4","author":"S Khater","year":"2017","unstructured":"Khater, S., Gracanin, D., & Elmongui, H. G. (2017). Personalized recommendation for online social networks information: Personal preferences and location-based community trends. IEEE Transactions on Computational Social Systems, 4(3), 104\u2013120.","journal-title":"IEEE Transactions on Computational Social Systems"},{"key":"9327_CR18","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1016\/j.chb.2018.03.025","volume":"85","author":"K Keib","year":"2018","unstructured":"Keib, K., Himelboim, I., & Han, J. (2018). Important tweets matter: Predicting retweets in the #BlackLivesMatter talk on twitter. Computers in Human Behavior, 85, 106\u2013115.","journal-title":"Computers in Human Behavior"},{"key":"9327_CR19","unstructured":"Ramaswami, C., Murugathasan, M., Narayanasamy, P., & Khoo, C. S. G. (2014). A survey of information sharing on Facebook. Information Research, 19(4)."},{"issue":"8","key":"9327_CR20","doi-asserted-by":"publisher","first-page":"7465","DOI":"10.1109\/TVT.2018.2800094","volume":"67","author":"R Jia","year":"2018","unstructured":"Jia, R., Liu, T., Zhang, J., Fu, L., Gan, X., & Wang, X. (2018). Impact of content popularity on information coverage in online social networks. IEEE Transactions on Vehicular Technology, 67(8), 7465\u20137474.","journal-title":"IEEE Transactions on Vehicular Technology"},{"issue":"2","key":"9327_CR21","first-page":"32","volume":"33","author":"Y Zheng","year":"2010","unstructured":"Zheng, Y., Xie, X., & Ma, W. (2010). GeoLife: A collaborative social networking service among user, location and trajectory. IEEE Data Engineering Bulletin, 33(2), 32\u201339.","journal-title":"IEEE Data Engineering Bulletin"},{"key":"9327_CR22","doi-asserted-by":"crossref","unstructured":"Jiang, F. (2014). A uniform framework for community detection via influence maximization in social networks. In IEEE\/ACM international conference on advances in social networks analysis and mining, August 17\u201320, Beijing, China.","DOI":"10.1109\/ASONAM.2014.6921556"},{"issue":"3","key":"9327_CR23","doi-asserted-by":"publisher","first-page":"1442","DOI":"10.1016\/j.dss.2012.12.020","volume":"54","author":"GA Wang","year":"2013","unstructured":"Wang, G. A., Jiao, J., Abrahams, A. S., Fan, W., & Zhang, Z. (2013). ExpertRank: A topic-aware expert finding algorithm for online knowledge communities. Decision Support Systems, 54(3), 1442\u20131451.","journal-title":"Decision Support Systems"},{"issue":"3","key":"9327_CR24","doi-asserted-by":"publisher","first-page":"663","DOI":"10.1007\/s11280-017-0484-7","volume":"21","author":"R Das","year":"2018","unstructured":"Das, R., Kamruzzaman, J., & Karmakar, G. C. (2018). Modelling majority and expert influences on opinion formation in online social networks. World Wide Web, 21(3), 663\u2013685.","journal-title":"World Wide Web"},{"key":"9327_CR25","doi-asserted-by":"crossref","unstructured":"Yang, Z., Wang, C., Zhang, F., Zhang, Y., & Zhang, H. (2015). Emerging rumor identification for social media with hot topic detection. In Web information system and application conference, September 11\u201313, Jinan, China.","DOI":"10.1109\/WISA.2015.19"},{"key":"9327_CR26","doi-asserted-by":"crossref","unstructured":"Yu, Q., Weng, W., Zhang, K., Lei, K., & Xu, K. (2014). Hot topic analysis and content mining in social media. In International performance computing and communications conference, December 5\u20137, Austin, TX, USA.","DOI":"10.1109\/PCCC.2014.7017056"},{"key":"9327_CR27","doi-asserted-by":"crossref","unstructured":"Zhang, C., Liu, L., Lei, D., Yuan, Q., Zhuang, H., Hanratty, T., & Han, J. (2017). TrioVecEvent: Embedding-based online local event detection in geo-tagged tweet streams. In ACM SIGKDD international conference on knowledge discovery and data mining, August 13\u201317, Halifax, NS, Canada.","DOI":"10.1145\/3097983.3098027"},{"key":"9327_CR28","doi-asserted-by":"crossref","unstructured":"Katragadda, S., Benton, R. G., & Raghavan, V. V. (2017). Framework for real-time event detection using multiple social media sources. In International conference on system sciences, January 4\u20137, Hilton Waikoloa Village, Hawaii, USA.","DOI":"10.24251\/HICSS.2017.208"},{"key":"9327_CR29","doi-asserted-by":"crossref","unstructured":"Lin, S., Kong, X., & Yu, P. S. (2013). Predicting trends in social networks via dynamic activeness model. In ACM international conference on information and knowledge management, October 27\u2013November 1, San Francisco, CA, USA.","DOI":"10.1145\/2505515.2505607"},{"key":"9327_CR30","doi-asserted-by":"publisher","first-page":"463","DOI":"10.1016\/j.neucom.2014.03.054","volume":"144","author":"Y Han","year":"2014","unstructured":"Han, Y., Fang, B., & Jia, Y. (2014). Predicting the topic influence trends in social media with multiple models. Neurocomputing, 144, 463\u2013470.","journal-title":"Neurocomputing"},{"key":"9327_CR31","first-page":"1","volume":"2014","author":"T Zhu","year":"2014","unstructured":"Zhu, T., & Yu, J. (2014). A prerecognition model for hot topic discovery based on microblogging data. The Scientific World Journal, 2014, 1\u201311.","journal-title":"The Scientific World Journal"},{"key":"9327_CR32","doi-asserted-by":"crossref","unstructured":"Kim, H., Lee, S., & Kyeong, S. (2013). Discovering hot topics using Twitter streaming data. In International conference on advances in social networks analysis and mining, August 25\u201329, Niagara, ON, Canada.","DOI":"10.1145\/2492517.2500286"},{"key":"9327_CR33","unstructured":"Ruan, Y., Purohit, H., Fuhry, D., Parthasarathy, S., & Sheth, A. (2012). Prediction of topic volume on Twitter. In International ACM conference on web science, June 22\u201324, Evanston, IL, USA."},{"issue":"8","key":"9327_CR34","first-page":"49","volume":"3","author":"H Jeelani","year":"2014","unstructured":"Jeelani, H., & Singh, K. (2014). \u2018Good\u2019 versus \u2018bad\u2019 opinion on micro blogging networks: Polarity classification of Twitter. International Journal of Computer Science and Mobile Computing, 3(8), 49\u201356.","journal-title":"International Journal of Computer Science and Mobile Computing"},{"key":"9327_CR35","doi-asserted-by":"crossref","unstructured":"Yu, R., Zhao, M., Chang, P., & He, M. (2014). Online hot topic detection from web news archive in short terms. In International conference on fuzzy systems and knowledge discovery, August 19\u201321, Xiamen, China.","DOI":"10.1109\/FSKD.2014.6980962"},{"issue":"1","key":"9327_CR36","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1016\/S0306-4573(02)00021-3","volume":"39","author":"AN Aizawa","year":"2003","unstructured":"Aizawa, A. N. (2003). An information-theoretic perspective of TF-IDF measures. Information Processing and Management, 39(1), 45\u201365.","journal-title":"Information Processing and Management"},{"key":"9327_CR37","doi-asserted-by":"publisher","first-page":"109","DOI":"10.1017\/CBO9780511809071","volume-title":"Introduction to information retrieval","author":"CD Manning","year":"2008","unstructured":"Manning, C. D., Raghavan, P., & Sch\u00fctze, H. (2008). Introduction to information retrieval (pp. 109\u2013133). Cambridge: Cambridge University Press."},{"key":"9327_CR38","unstructured":"Twitter Streaming API. https:\/\/dev.twitter.com\/streaming\/overview. Accessed 12 August, 2014."},{"key":"9327_CR39","unstructured":"HanNanum Korean Morphological Analyzer. http:\/\/semanticweb.kaist.ac.kr\/home\/index.php\/HanNanum. Accessed 24 November, 2014."}],"container-title":["Electronic Commerce Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10660-018-09327-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10660-018-09327-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10660-018-09327-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,10,30]],"date-time":"2021-10-30T07:10:44Z","timestamp":1635577844000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10660-018-09327-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,1,1]]},"references-count":39,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2021,9]]}},"alternative-id":["9327"],"URL":"https:\/\/doi.org\/10.1007\/s10660-018-09327-2","relation":{},"ISSN":["1389-5753","1572-9362"],"issn-type":[{"value":"1389-5753","type":"print"},{"value":"1572-9362","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,1,1]]},"assertion":[{"value":"1 January 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}