{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,9]],"date-time":"2026-10-09T23:41:16Z","timestamp":1791589276607,"version":"4.3.4"},"reference-count":49,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2019,8,17]],"date-time":"2019-08-17T00:00:00Z","timestamp":1566000000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2019,8,17]],"date-time":"2019-08-17T00:00:00Z","timestamp":1566000000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Intell Inf Syst"],"published-print":{"date-parts":[[2020,6]]},"DOI":"10.1007\/s10844-019-00574-9","type":"journal-article","created":{"date-parts":[[2019,8,17]],"date-time":"2019-08-17T06:02:53Z","timestamp":1566021773000},"page":"545-566","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["Unsupervised tag recommendation for popular and cold products"],"prefix":"10.1007","volume":"54","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1287-6715","authenticated-orcid":false,"given":"Anand","family":"Konjengbam","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nagendra","family":"Kumar","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Manish","family":"Singh","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2019,8,17]]},"reference":[{"key":"574_CR1","unstructured":"Bel\u00e9m, F., Santos, R., Almeida, J., Gon\u00e7alves, M. (2013). Topic diversity in tag recommendation. In Proceedings of the 7th ACM conference on recommender systems (pp. 141\u2013148): ACM."},{"issue":"4","key":"574_CR2","doi-asserted-by":"publisher","first-page":"524","DOI":"10.1016\/j.ipm.2014.03.002","volume":"50","author":"FM Bel\u00e9m","year":"2014","unstructured":"Bel\u00e9m, F.M., Martins, E.F., Almeida, J., Gon\u00e7alves, M.A. (2014). Personalized and object-centered tag recommendation methods for web 2.0 applications. Information Processing & Management, 50(4), 524\u2013553.","journal-title":"Information Processing & Management"},{"issue":"Jan","key":"574_CR3","first-page":"993","volume":"3","author":"DM Blei","year":"2003","unstructured":"Blei, D.M., Ng, A.Y., Jordan, M.I. (2003). Latent dirichlet allocation. Journal of machine Learning research, 3(Jan), 993\u20131022.","journal-title":"Journal of machine Learning research"},{"key":"574_CR4","unstructured":"Bullock, B.N., Hotho, A., Stumme, G. (2018). Accessing information with tags: search and ranking. In Social information access (pp. 310\u2013343): Springer."},{"key":"574_CR5","unstructured":"Cao, H., Xie, M., Xue, L., Liu, C., Teng, F., Huang, Y. (2009). Social tag prediction base on supervised ranking model. In Proceeding of ECML\/PKDD 2009 discovery challenge workshop (pp. 35\u201348)."},{"key":"574_CR6","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1016\/j.dss.2017.05.014","volume":"101","author":"YL Chen","year":"2017","unstructured":"Chen, Y.L., Chang, C.L., Yeh, C.S. (2017). Emotion classification of Youtube videos. Decision Support Systems, 101, 40\u201350.","journal-title":"Decision Support Systems"},{"key":"574_CR7","unstructured":"Cook, J., Kenthapadi, K., Mishra, N. (2013). Group chats on Twitter. In Proceedings of the 22nd international conference on world wide web (pp. 225\u2013236): ACM."},{"issue":"3","key":"574_CR8","doi-asserted-by":"publisher","first-page":"305","DOI":"10.14778\/2735508.2735519","volume":"8","author":"A El-Kishky","year":"2014","unstructured":"El-Kishky, A., Song, Y., Wang, C., Voss, C.R., Han, J. (2014). Scalable topical phrase mining from text corpora. Proceedings of the VLDB Endowment, 8(3), 305\u2013316.","journal-title":"Proceedings of the VLDB Endowment"},{"issue":"2","key":"574_CR9","first-page":"1","volume":"1","author":"X Fang","year":"2015","unstructured":"Fang, X., & Zhan, J. (2015). Sentiment analysis using product review data. Journal of Big Data, 1(2), 1\u201314.","journal-title":"Journal of Big Data"},{"key":"574_CR10","unstructured":"Feng, W., & Wang, J. (2012). Incorporating heterogeneous information for personalized tag recommendation in social tagging systems. In Proceedings of the 18th ACM SIGKDD international conference on knowledge discovery and data mining (pp. 1276\u20131284): ACM."},{"key":"574_CR11","unstructured":"Ferragina, P., Piccinno, F., Santoro, R. (2015). On analyzing hashtags in Twitter. In International conference on web and social media (ICWSM) (pp. 110\u2013119): AAAI Press."},{"key":"574_CR12","unstructured":"Garg, N., & Weber, I. (2008). Personalized, interactive tag recommendation for flickr. In Proceedings of the 2008 ACM conference on recommender systems (pp. 67\u201374): ACM."},{"key":"574_CR13","unstructured":"Godin, F., Slavkovikj, V., De Neve, W., Schrauwen, B., Van de Walle, R. (2013). Using topic models for twitter hashtag recommendation. In Proceedings of the 22nd international conference on world wide web (pp. 593\u2013596): ACM."},{"key":"574_CR14","unstructured":"Heymann, P., Ramage, D., Garcia-Molina, H. (2008). Social tag prediction. In Proceedings of the 31st annual international ACM SIGIR conference on research and development in information retrieval (pp. 531\u2013538): ACM."},{"key":"574_CR15","unstructured":"Hu, M., Lim, E.P., Jiang, J. (2010). A probabilistic approach to personalized tag recommendation. In 2010 IEEE second international conference on social computing (pp. 33\u201340): IEEE."},{"key":"574_CR16","unstructured":"Hu, M., & Liu, B. (2004). Mining and summarizing customer reviews. In Proceedings of the tenth ACM SIGKDD international conference on knowledge discovery and data mining (pp. 168\u2013177): ACM."},{"issue":"4","key":"574_CR17","doi-asserted-by":"publisher","first-page":"422","DOI":"10.1145\/582415.582418","volume":"20","author":"K J\u00e4rvelin","year":"2002","unstructured":"J\u00e4rvelin, K., & Kek\u00e4l\u00e4inen, J. (October 2002). Cumulated gain-based evaluation of ir techniques. ACM Transactions on Information Systems, 20(4), 422\u2013446. https:\/\/doi.org\/10.1145\/582415.582418 . http:\/\/doi.acm.org\/10.1145\/582415.582418 .","journal-title":"ACM Transactions on Information Systems"},{"key":"574_CR18","unstructured":"J\u00e4schke, R, Marinho, L., Hotho, A., Schmidt-Thieme, L., Stumme, G. (2007). Tag recommendations in folksonomies. In European conference on principles of data mining and knowledge discovery (pp. 506\u2013514): Springer."},{"key":"574_CR19","unstructured":"Johnson, R., & Zhang, T. (2014). Effective use of word order for text categorization with convolutional neural networks. arXiv: 1412.1058 ."},{"key":"574_CR20","unstructured":"Konjengbam, A., Ghosh, S., Kumar, N., Singh, M. (2018). Debate stance classification using word embeddings. In International conference on big data analytics and knowledge discovery (pp. 382\u2013395): Springer."},{"key":"574_CR21","unstructured":"Krestel, R., Fankhauser, P., Nejdl, W. (2009). Latent dirichlet allocation for tag recommendation. In Proceedings of the third ACM conference on recommender systems (pp. 61\u201368): ACM."},{"key":"574_CR22","unstructured":"Kumar, N., Mudda, K.Y., Trishal, G., Konjengbam, A., Singh, M., et al. (2019). Where to post: routing questions to right community in community question answering systems. In Proceedings of the ACM india joint international conference on data science and management of data (pp. 136\u2013142): ACM."},{"issue":"1","key":"574_CR23","doi-asserted-by":"publisher","first-page":"1","DOI":"10.2200\/S00416ED1V01Y201204HLT016","volume":"5","author":"B Liu","year":"2012","unstructured":"Liu, B. (2012). Sentiment analysis and opinion mining. Synthesis lectures on human language technologies, 5(1), 1\u2013167.","journal-title":"Synthesis lectures on human language technologies"},{"key":"574_CR24","unstructured":"Liu, K., Fang, B., Zhang, W. (2010). Speak the same language with your friends: augmenting tag recommenders with social relations. In Proceedings of the 21st ACM conference on hypertext and hypermedia (pp. 45\u201350): ACM."},{"key":"574_CR25","unstructured":"Lu, Y.T., Yu, S.I., Chang, T.C., Hsu, J.Y.J. (2009). A content-based method to enhance tag recommendation. In Twenty-first international joint conference on artificial intelligence."},{"key":"574_CR26","unstructured":"Menezes, G.V., Almeida, J.M., Bel\u00e9m, F, Gon\u00e7alves, M.A., Lacerda, A., De Moura, E.S., Pappa, G.L., Veloso, A., Ziviani, N. (2010). Demand-driven tag recommendation. In Joint European conference on machine learning and knowledge discovery in databases (pp. 402\u2013417): Springer."},{"issue":"1","key":"574_CR27","first-page":"1235","volume":"17","author":"X Meng","year":"2016","unstructured":"Meng, X., Bradley, J., Yavuz, B., Sparks, E., Venkataraman, S., Liu, D., Freeman, J., Tsai, D.B., Amde, M., Owen, S., et al. (2016). Mllib: machine learning in apache spark. The Journal of Machine Learning Research, 17(1), 1235\u20131241.","journal-title":"The Journal of Machine Learning Research"},{"key":"574_CR28","unstructured":"Mishne, G. (2006). Autotag: a collaborative approach to automated tag assignment for weblog posts. In Proceedings of the 15th international conference on world wide web (pp. 953\u2013954): ACM."},{"key":"574_CR29","unstructured":"Norvig, P. (2007). How to write a spelling corrector. De: http:\/\/norvig.com\/spell-correct.html ."},{"key":"574_CR30","unstructured":"Perkins, J. (2010). Python text processing with NLTK 2.0 cookbook. Packt Publishing Ltd."},{"key":"574_CR31","doi-asserted-by":"crossref","unstructured":"Ramage, D., Dumais, S., Liebling, D. (2010). Characterizing microblogs with topic models. In Fourth international AAAI conference on Weblogs and social media.","DOI":"10.1609\/icwsm.v4i1.14026"},{"key":"574_CR32","unstructured":"Rendle, S., & Schmidt-Thieme, L. (2010). Pairwise interaction tensor factorization for personalized tag recommendation. In Proceedings of the third ACM international conference on web search and data mining (pp. 81\u201390): ACM."},{"key":"574_CR33","unstructured":"Ribeiro, I.S., Santos, R.L., Gon\u00e7alves, M.A., Laender, A.H. (2015). On tag recommendation for expertise profiling: a case study in the scientific domain. In Proceedings of the eighth ACM international conference on web search and data mining (pp. 189\u2013198): ACM."},{"key":"574_CR34","unstructured":"Shen, Z., Arslan Ay, S., Kim, S.H., Zimmermann, R. (2011). Automatic tag generation and ranking for sensor-rich outdoor videos. In Proceedings of the 19th ACM international conference on multimedia (pp. 93\u2013102): ACM."},{"issue":"2","key":"574_CR35","first-page":"1009","volume":"6","author":"X Si","year":"2008","unstructured":"Si, X., & Sun, M. (2008). Tag-lda for scalable real-time tag recommendation. Journal of Information & Computational Science, 6(2), 1009\u20131016.","journal-title":"Journal of Information & Computational Science"},{"key":"574_CR36","unstructured":"Sigurbj\u00f6rnsson, B., & Van Zwol, R. (2008). Flickr tag recommendation based on collective knowledge. In Proceedings of the 17th international conference on world wide web (pp. 327\u2013336): ACM."},{"issue":"1","key":"574_CR37","first-page":"4","volume":"5","author":"Y Song","year":"2011","unstructured":"Song, Y., Zhang, L., Giles, C.L. (2011). Automatic tag recommendation algorithms for social recommender systems. ACM Transactions on the Web (TWEB), 5(1), 4.","journal-title":"ACM Transactions on the Web (TWEB)"},{"key":"574_CR38","unstructured":"Sood, S., Owsley, S., Hammond, K.J., Birnbaum, L. (2007). Tagassist: automatic tag suggestion for blog posts. In ICWSM."},{"key":"574_CR39","doi-asserted-by":"publisher","first-page":"101","DOI":"10.1016\/j.ins.2013.10.030","volume":"261","author":"H Toba","year":"2014","unstructured":"Toba, H., Ming, Z.Y., Adriani, M., Chua, T.S. (2014). Discovering high quality answers in community question answering archives using a hierarchy of classifiers. Information Sciences, 261, 101\u2013115.","journal-title":"Information Sciences"},{"key":"574_CR40","unstructured":"Venetis, P., Koutrika, G., Garcia-Molina, H. (2011). On the selection of tags for tag clouds. In Proceedings of the fourth ACM international conference on web search and data mining (pp. 835\u2013844): ACM."},{"key":"574_CR41","unstructured":"Wang, H., Lu, Y., Zhai, C. (2010). Latent aspect rating analysis on review text data: a rating regression approach. In Proceedings of the 16th ACM SIGKDD international conference on knowledge discovery and data mining (pp. 783\u2013792): ACM."},{"key":"574_CR42","unstructured":"Wang, J., Hong, L., Davison, B.D. (2009). Rsdc\u201909: tag recommendation using keywords and association rules. In DC@PKDD\/ECML."},{"key":"574_CR43","unstructured":"Wang, X., McCallum, A., Wei, X. (2007). Topical n-grams: phrase and topic discovery, with an application to information retrieval. In ICDM (pp. 697\u2013702): IEEE."},{"key":"574_CR44","unstructured":"Wu, L., Yang, L., Yu, N., Hua, X.S. (2009). Learning to tag. In Proceedings of the 18th international conference on world wide web (pp. 361\u2013370): ACM."},{"key":"574_CR45","unstructured":"Wu, Y., Zhang, Q., Huang, X., Wu, L. (2009). Phrase dependency parsing for opinion mining. In Proceedings of the 2009 conference on empirical methods in natural language processing, (Vol. 3 pp. 1533\u20131541): Association for Computational Linguistics."},{"key":"574_CR46","unstructured":"Xia, X., Lo, D., Wang, X., Zhou, B. (2013). Tag recommendation in software information sites. In Proceedings of the 10th working conference on mining software repositories (pp. 287\u2013296): IEEE Press."},{"key":"574_CR47","unstructured":"Yang, B., & Manandhar, S. (2014). Tag-based expert recommendation in community question answering. In 2014 IEEE\/ACM international conference on advances in social networks analysis and mining (ASONAM 2014) (pp. 960\u2013963): IEEE."},{"key":"574_CR48","unstructured":"Zhang, N., Zhang, Y., Tang, J. (2009). A tag recommendation system based on contents. ECML PKDD Discovery Challenge 2009 (DC09), pp. 285."},{"key":"574_CR49","unstructured":"Zhang, X., Zhao, J., LeCun, Y. (2015). Character-level convolutional networks for text classification. In Advances in neural information processing systems (pp. 649\u2013657)."}],"container-title":["Journal of Intelligent Information Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10844-019-00574-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10844-019-00574-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10844-019-00574-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,9,19]],"date-time":"2023-09-19T06:06:50Z","timestamp":1695103610000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10844-019-00574-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,8,17]]},"references-count":49,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2020,6]]}},"alternative-id":["574"],"URL":"https:\/\/doi.org\/10.1007\/s10844-019-00574-9","relation":{},"ISSN":["0925-9902","1573-7675"],"issn-type":[{"value":"0925-9902","type":"print"},{"value":"1573-7675","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,8,17]]},"assertion":[{"value":"25 April 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 August 2019","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 August 2019","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 August 2019","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}