{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,17]],"date-time":"2025-10-17T13:47:41Z","timestamp":1760708861981},"reference-count":32,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2015,7,4]],"date-time":"2015-07-04T00:00:00Z","timestamp":1435968000000},"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":["Soc. Netw. Anal. Min."],"published-print":{"date-parts":[[2015,12]]},"DOI":"10.1007\/s13278-015-0275-z","type":"journal-article","created":{"date-parts":[[2015,7,3]],"date-time":"2015-07-03T06:53:40Z","timestamp":1435906420000},"update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Bridging social media via distant supervision"],"prefix":"10.1007","volume":"5","author":[{"given":"Walid","family":"Magdy","sequence":"first","affiliation":[]},{"given":"Hassan","family":"Sajjad","sequence":"additional","affiliation":[]},{"given":"Tarek","family":"El-Ganainy","sequence":"additional","affiliation":[]},{"given":"Fabrizio","family":"Sebastiani","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2015,7,4]]},"reference":[{"key":"275_CR1","doi-asserted-by":"crossref","unstructured":"Becker H, Naaman M, Gravano L (2011) Beyond trending topics: real-world event identification on Twitter. In: Proceedings of the 5th International Conference on Weblogs and Social Media (ICWSM 2011). Barcelona, ES","DOI":"10.1609\/icwsm.v5i1.14146"},{"issue":"1","key":"275_CR2","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.jocs.2010.12.007","volume":"2","author":"J Bollen","year":"2011","unstructured":"Bollen J, Mao H, Zeng XJ (2011) Twitter mood predicts the stock market. J Comput Sci 2(1):1\u20138","journal-title":"J Comput Sci"},{"key":"275_CR3","unstructured":"Chen M, Jin X, Shen D (2011) Short text classification improved by learning multi-granularity topics. In: Proceedings of the 22nd International Joint Conference on Artificial Intelligence (IJCAI 2011). Barcelona, ES, pp 1776\u20131781"},{"key":"275_CR4","unstructured":"Chen Y, Li Z, Nie L, Hu X, Wang X, Chua TS, Zhang X (2014) A semi-supervised Bayesian network model for microblog topic classification. In: Proceedings of the 24th International Conference on Computational Linguistics (COLING 2012). Mumbai, IN, pp 561\u2013576"},{"key":"275_CR5","doi-asserted-by":"crossref","unstructured":"Darwish K, Magdy W, Mourad A (2012) Language processing for Arabic microblog retrieval. In: Proceedings of the 21st ACM International Conference on Information and Knowledge Management (CIKM 2012). Maui, US, pp 2427\u20132430","DOI":"10.1145\/2396761.2398658"},{"key":"275_CR6","doi-asserted-by":"crossref","unstructured":"De Choudhury M, Diakopoulos N, Naaman M (2012) Unfolding the event landscape on Twitter: Classification and exploration of user categories. In: Proceedings of the 15th ACM Conference on Computer Supported Cooperative Work (CSCW 2012). Seattle, US, pp 241\u2013244","DOI":"10.1145\/2145204.2145242"},{"key":"275_CR7","unstructured":"Do CB, Ng AY (2005) Transfer learning for text classification. In: Proceedings of the 19th Annual Conference on Neural Information Processing Systems (NIPS 2005). Vancouver, CA, pp 299\u2013306"},{"key":"275_CR8","doi-asserted-by":"crossref","unstructured":"Dodds PS, Harris KD, Kloumann IM, Bliss CA, Danforth CM (2011) Temporal patterns of happiness and information in a global social network: Hedonometrics and Twitter. PLoS One 6(12)","DOI":"10.1371\/journal.pone.0026752"},{"key":"275_CR9","doi-asserted-by":"crossref","unstructured":"Forman G (2004) A pitfall and solution in multi-class feature selection for text classification. In: Proceedings of the 21st International Conference on Machine Learning (ICML 2004). Banff, CA, pp 38\u201345","DOI":"10.1145\/1015330.1015356"},{"key":"275_CR10","doi-asserted-by":"crossref","unstructured":"Genc Y, Sakamoto Y, Nickerson JV (2011) Discovering context: Classifying tweets through a semantic transform based on Wikipedia. In: Proceedings of the 6th International Conference on Foundations of Augmented Cognition (FAC 2011). Orlando, US, pp 484\u2013492","DOI":"10.1007\/978-3-642-21852-1_55"},{"key":"275_CR11","unstructured":"Go A, Bhayani R, Huang L (2009) Twitter sentiment classification using distant supervision. Stanford University, Tech. rep"},{"key":"275_CR12","unstructured":"Gon\u00e7alves T, Quaresma P (2010) Polylingual text classification in the legal domain. Informatica e Diritto XIX(1\u20132), pp 203\u2013216"},{"key":"275_CR13","unstructured":"Husby SD, Barbosa D (2012) Topic classification of blog posts using distant supervision. In: Proceedings of the EACL Workshop on Semantic Analysis in Social Media. Avignon, FR, pp 28\u201336"},{"key":"275_CR14","unstructured":"Imran M, Castillo C, Diaz F, Vieweg S (2014) Processing social media messages in mass emergency: a survey. http:\/\/arxiv.org\/abs\/1407.7071v2"},{"key":"275_CR15","unstructured":"Irani D, Webb S, Pu C, Li K (2010) Study of trend-stuffing on Twitter through text classification. In: Proceedings of th 7th Conference on Collaboration, Electronic Messaging, Anti-Abuse and Spam (CEAS 2010). Redmond, US"},{"key":"275_CR16","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4615-0907-3","volume-title":"Learning to classify text using support vector machines: methods, theory and algorithms","author":"T Joachims","year":"2002","unstructured":"Joachims T (2002) Learning to classify text using support vector machines: methods, theory and algorithms. Kluwer Academic Publishers, Dordrecht"},{"key":"275_CR17","doi-asserted-by":"crossref","unstructured":"Kinsella S, Passant A, Breslin JG (2011) Topic classification in social media using metadata from hyperlinked objects. In: Proceedings of the 33rd European Conference on Information Retrieval (ECIR 2011). Dublin, IE, pp 201\u2013206","DOI":"10.1007\/978-3-642-20161-5_20"},{"key":"275_CR18","doi-asserted-by":"crossref","unstructured":"Kothari A, Magdy W, Darwish K, Mourad A, Taei A (2013) Detecting comments on news articles in microblogs. In: Proceedings of the 7th International Conference on Weblogs and Social Media (ICWSM 2013). Cambridge, US","DOI":"10.1609\/icwsm.v7i1.14391"},{"key":"275_CR19","doi-asserted-by":"crossref","unstructured":"Lee K, Palsetia D, Narayanan R, Patwary MMA, Agrawal A, Choudhary A (2011) Twitter trending topic classification. In: Proceedings of the 6th Workshop on optimization-based techniques for emerging data mining problems (OEDM 2011). Vancouver, CA, pp 251\u2013258","DOI":"10.1109\/ICDMW.2011.171"},{"key":"275_CR20","doi-asserted-by":"crossref","unstructured":"Magdy W, Elsayed T (2014) Adaptive method for following dynamic topics on Twitter. In: Proceedings of the 8th International Conference on Weblogs and Social Media (ICWSM 2014). Ann Arbor, US","DOI":"10.1609\/icwsm.v8i1.14540"},{"key":"275_CR21","unstructured":"Marchetti-Bowick M, Chambers N (2012) Learning for microblogs with distant supervision: Political forecasting with Twitter. In: Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2012). Avignon, FR, pp 603\u2013612"},{"key":"275_CR22","unstructured":"McCallum AK, Nigam K (1998) A comparison of event models for naive Bayes text classification. In: Proceedings of the AAAI Workshop on Learning for Text Categorization. Madison, US, pp 41\u201348"},{"key":"275_CR23","doi-asserted-by":"crossref","unstructured":"Mintz M, Bills S, Snow R, Jurafsky D (2009) Distant supervision for relation extraction without labeled data. In: Proceedings of the 47th Annual Meeting of the ACL and 4th International Joint Conference on Natural Language Processing (ACL\/IJCNLP 2009). Singapore, SN, pp 1003\u20131011","DOI":"10.3115\/1690219.1690287"},{"issue":"10","key":"275_CR24","doi-asserted-by":"crossref","first-page":"1345","DOI":"10.1109\/TKDE.2009.191","volume":"22","author":"SJ Pan","year":"2010","unstructured":"Pan SJ, Yang Q (2010) A survey on transfer learning. IEEE Trans Knowl Data Eng 22(10):1345\u20131359","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"275_CR25","doi-asserted-by":"crossref","first-page":"223","DOI":"10.1007\/978-1-4614-3223-4_7","volume-title":"Mining text data","author":"W Pan","year":"2012","unstructured":"Pan W, Zhong E, Yang Q (2012) Transfer learning for text mining. In: Aggarwal CC, Zhai C (eds) Mining text data. Springer, Heidelberg, DE, pp 223\u2013258"},{"key":"275_CR26","doi-asserted-by":"crossref","unstructured":"Quercia D, Askham H, Crowcroft J (2012) TweetLDA: Supervised topic classification and link prediction in Twitter. In: Proceedings of the 4th ACM Conference on Web Science (WS 2012). Evanston, US, pp 247\u2013250","DOI":"10.1145\/2380718.2380750"},{"key":"275_CR27","doi-asserted-by":"crossref","unstructured":"Raina R, Battle A, Lee H, Packer B, Ng AY (2007) Self-taught learning: transfer learning from unlabeled data. In: Proceedings of the 24th International Conference on Machine Learning (ICML 2007). Corvalis, US , pp 759\u2013766","DOI":"10.1145\/1273496.1273592"},{"key":"275_CR28","first-page":"202","volume-title":"Encyclopedia of machine learning","author":"C Sammut","year":"2011","unstructured":"Sammut C, Harries M (2011) Concept drift. In: Sammut C, Webb GI (eds) Encyclopedia of Machine Learning. Springer, Heidelberg, pp 202\u2013205"},{"key":"275_CR29","doi-asserted-by":"crossref","unstructured":"Sankaranarayanan J, Samet H, Teitler BE, Lieberman MD, Sperling J (2009) TwitterStand: news in tweets. In: Proceedings of the 17th ACM International Conference on Advances in Geographic Information Systems (GIS 2009). Seattle, US, pp 42\u201351","DOI":"10.1145\/1653771.1653781"},{"key":"275_CR30","doi-asserted-by":"crossref","unstructured":"Sriram B, Fuhry D, Demir E, Ferhatosmanoglu H, Demirbas M (2010) Short text classification in Twitter to improve information filtering. In: Proceedings of the 33rd ACM International Conference on Research and Development in Information Retrieval (SIGIR 2010). Geneva, CH, pp 841\u2013842","DOI":"10.1145\/1835449.1835643"},{"key":"275_CR31","doi-asserted-by":"crossref","unstructured":"Yang Y, Liu X (1999) A re-examination of text categorization methods. In: Proceedings of the 22nd ACM International Conference on Research and Development in Information Retrieval (SIGIR 1999). Berkeley, US, pp 42\u201349","DOI":"10.1145\/312624.312647"},{"key":"275_CR32","doi-asserted-by":"crossref","unstructured":"Zubiaga A, Ji H (2013) Harnessing Web page directories for large-scale classification of tweets. In: Posters Proceedings of the 22nd International World Wide Web Conference (WWW 2013). Rio de Janeiro, BR, pp 225\u2013226","DOI":"10.1145\/2487788.2487904"}],"container-title":["Social Network Analysis and Mining"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13278-015-0275-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s13278-015-0275-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13278-015-0275-z","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,11]],"date-time":"2023-08-11T23:42:17Z","timestamp":1691797337000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s13278-015-0275-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,7,4]]},"references-count":32,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2015,12]]}},"alternative-id":["275"],"URL":"https:\/\/doi.org\/10.1007\/s13278-015-0275-z","relation":{},"ISSN":["1869-5450","1869-5469"],"issn-type":[{"value":"1869-5450","type":"print"},{"value":"1869-5469","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,7,4]]},"article-number":"35"}}