{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,9]],"date-time":"2026-03-09T13:26:06Z","timestamp":1773062766004,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":26,"publisher":"ACM","license":[{"start":{"date-parts":[[2013,9,19]],"date-time":"2013-09-19T00:00:00Z","timestamp":1379548800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Athens University of Economics and Business","award":["BRFP II"],"award-info":[{"award-number":["BRFP II"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2013,9,19]]},"DOI":"10.1145\/2491845.2491866","type":"proceedings-article","created":{"date-parts":[[2013,9,3]],"date-time":"2013-09-03T11:57:17Z","timestamp":1378209437000},"page":"180-187","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":8,"title":["The impact of semi-supervised clustering on text classification"],"prefix":"10.1145","author":[{"given":"Antonia","family":"Kyriakopoulou","sequence":"first","affiliation":[{"name":"Athens University of Economics and Business, Athens, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Theodore","family":"Kalamboukis","sequence":"additional","affiliation":[{"name":"Athens University of Economics and Business, Athens, Greece"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2013,9,19]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICTAI.2004.26"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/290941.290970"},{"key":"e_1_3_2_1_3_1","volume-title":"Aug. 02","author":"Basu S.","year":"2002","unstructured":"S. Basu and A. Banerjee . Semi-supervised clustering by seeding , Aug. 02 2002 . S. Basu and A. Banerjee. Semi-supervised clustering by seeding, Aug. 02 2002."},{"key":"e_1_3_2_1_4_1","first-page":"42","volume-title":"Proceedings of the ICML-2003 Workshop on the Continuum from Labeled to Unlabeled Data in Machine Learning and Data Mining","author":"Basu S.","year":"2004","unstructured":"S. Basu , M. Bilenko , and R. J. Mooney . Comparing and unifying search-based and similarity-based approaches to semi-supervised clustering . In Proceedings of the ICML-2003 Workshop on the Continuum from Labeled to Unlabeled Data in Machine Learning and Data Mining , pages 42 -- 49 , 2004 . S. Basu, M. Bilenko, and R. J. Mooney. Comparing and unifying search-based and similarity-based approaches to semi-supervised clustering. In Proceedings of the ICML-2003 Workshop on the Continuum from Labeled to Unlabeled Data in Machine Learning and Data Mining, pages 42--49, 2004."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.5555\/944919.944973"},{"key":"e_1_3_2_1_6_1","volume-title":"Semi-supervised support vector machines for unlabeled data classification. Technical report","author":"Fung G.","year":"2001","unstructured":"G. Fung and O. L. Mangasarian . Semi-supervised support vector machines for unlabeled data classification. Technical report , 2001 . G. Fung and O. L. Mangasarian. Semi-supervised support vector machines for unlabeled data classification. Technical report, 2001."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.3115\/1034678.1034679"},{"key":"e_1_3_2_1_8_1","first-page":"200","volume-title":"16th International Conference on Machine Learning","author":"Joachims T.","year":"1999","unstructured":"T. Joachims . Transductive inference for text classification using support vector machines . In 16th International Conference on Machine Learning , pages 200 -- 209 . San Francisco : Morgan Kaufmann, 1999 . T. Joachims. Transductive inference for text classification using support vector machines. In 16th International Conference on Machine Learning, pages 200--209. San Francisco: Morgan Kaufmann, 1999."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"crossref","DOI":"10.21236\/ADA439508","volume-title":"Cluto a clustering toolkit","author":"Karypis G.","year":"2002","unstructured":"G. Karypis . Cluto a clustering toolkit , 2002 . G. Karypis. Cluto a clustering toolkit, 2002."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICTAI.2007.185"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.5772\/6083"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/1277741.1277918"},{"key":"e_1_3_2_1_13_1","first-page":"3","article-title":"Using clustering for text classification","volume":"20","author":"Kyriakopoulou A.","year":"2011","unstructured":"A. Kyriakopoulou and T. Kalamboukis . Using clustering for text classification . International Journal on Artificial Intelligence Tools , 20 , 3 , 2011 . A. Kyriakopoulou and T. Kalamboukis. Using clustering for text classification. International Journal on Artificial Intelligence Tools, 20, 3, 2011.","journal-title":"International Journal on Artificial Intelligence Tools"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/775047.775139"},{"key":"e_1_3_2_1_15_1","first-page":"514","volume-title":"Proceedings of the Nineteenth International Conference (ICML 2002","author":"Raskutti B.","year":"2002","unstructured":"B. Raskutti , H. L. Ferr\u00e1 , and A. Kowalczyk . Using unlabelled data for text classification through addition of cluster parameters. In C. Sammut and A. G. Hoffmann, editors, Machine Learning , Proceedings of the Nineteenth International Conference (ICML 2002 ), University of New South Wales, Sydney, Australia , July 8-12, 2002 , pages 514 -- 521 . Morgan Kaufmann, 2002. B. Raskutti, H. L. Ferr\u00e1, and A. Kowalczyk. Using unlabelled data for text classification through addition of cluster parameters. In C. Sammut and A. G. Hoffmann, editors, Machine Learning, Proceedings of the Nineteenth International Conference (ICML 2002), University of New South Wales, Sydney, Australia, July 8-12, 2002, pages 514--521. Morgan Kaufmann, 2002."},{"key":"e_1_3_2_1_16_1","volume-title":"Introduction to Modern Information Retrieval","author":"Salton G.","year":"1983","unstructured":"G. Salton and M. J. McGill . Introduction to Modern Information Retrieval . McGraw Hill , 1983 . G. Salton and M. J. McGill. Introduction to Modern Information Retrieval. McGraw Hill, 1983."},{"key":"e_1_3_2_1_17_1","volume-title":"Proceedings of the European Colloquium on IR Research, ECIR 2001","author":"Slonim N.","year":"2001","unstructured":"N. Slonim and N. Tishby . The power of word clustering for text classification . In Proceedings of the European Colloquium on IR Research, ECIR 2001 . 2001 . N. Slonim and N. Tishby. The power of word clustering for text classification. In Proceedings of the European Colloquium on IR Research, ECIR 2001. 2001."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.5555\/645446.653192"},{"key":"e_1_3_2_1_19_1","volume-title":"Clustering approaches to text categorization","author":"Takamura H.","year":"2003","unstructured":"H. Takamura . Clustering approaches to text categorization , 2003 . H. Takamura. Clustering approaches to text categorization, 2003."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/1281192.1281268"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.5555\/211359"},{"key":"e_1_3_2_1_22_1","first-page":"1103","volume-title":"Proceedings of the 17th International Conference on Machine Learning","author":"Wagstaff K.","year":"2000","unstructured":"K. Wagstaff and C. Cardie . Clustering with instance-level constraints . In Proceedings of the 17th International Conference on Machine Learning , pages 1103 -- 1110 . Morgan Kaufmann, San Francisco, CA , 2000 . K. Wagstaff and C. Cardie. Clustering with instance-level constraints. In Proceedings of the 17th International Conference on Machine Learning, pages 1103--1110. Morgan Kaufmann, San Francisco, CA, 2000."},{"key":"e_1_3_2_1_23_1","first-page":"505","volume-title":"Distance metric learning with application to clustering with side-information","author":"Xing E. P.","year":"2002","unstructured":"E. P. Xing , A. Y. Ng , M. I. Jordan , and S. J. Russell . Distance metric learning with application to clustering with side-information . In S. Becker, S. Thrun, and K. Obermayer, editors, NIPS, pages 505 -- 512 . MIT Press , 2002 . E. P. Xing, A. Y. Ng, M. I. Jordan, and S. J. Russell. Distance metric learning with application to clustering with side-information. In S. Becker, S. Thrun, and K. Obermayer, editors, NIPS, pages 505--512. MIT Press, 2002."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/956750.956786"},{"key":"e_1_3_2_1_25_1","first-page":"443","volume-title":"ICDM","author":"Zeng H.-J.","year":"2003","unstructured":"H.-J. Zeng , X.-H. Wang , Z. Chen , H. Lu , and W.-Y. Ma . CBC : Clustering based text classification requiring minimal labeled data . In ICDM , pages 443 -- 450 . IEEE Computer Society , 2003 . H.-J. Zeng, X.-H. Wang, Z. Chen, H. Lu, and W.-Y. Ma. CBC: Clustering based text classification requiring minimal labeled data. In ICDM, pages 443--450. IEEE Computer Society, 2003."},{"key":"e_1_3_2_1_26_1","volume-title":"Learning with local and global consistency","author":"Zhou D.","year":"2003","unstructured":"D. Zhou , O. Bousquet , T. N. Lal , J. Weston , and B. Sch\u00f6lkopf . Learning with local and global consistency . In S. Thrun, L. K. Saul, and B. Sch\u00f6lkopf, editors, NIPS. MIT Press , 2003 . D. Zhou, O. Bousquet, T. N. Lal, J. Weston, and B. Sch\u00f6lkopf. Learning with local and global consistency. In S. Thrun, L. K. Saul, and B. Sch\u00f6lkopf, editors, NIPS. MIT Press, 2003."}],"event":{"name":"PCI 2013: 17th Panhellenic Conference on Informatics","location":"Thessaloniki Greece","acronym":"PCI 2013","sponsor":["University of Macedonia","Aristotle University of Thessaloniki","The University of Sheffield The University of Sheffield","Alexander TEI of Thessaloniki"]},"container-title":["Proceedings of the 17th Panhellenic Conference on Informatics"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2491845.2491866","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2491845.2491866","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T08:39:23Z","timestamp":1750235963000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2491845.2491866"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013,9,19]]},"references-count":26,"alternative-id":["10.1145\/2491845.2491866","10.1145\/2491845"],"URL":"https:\/\/doi.org\/10.1145\/2491845.2491866","relation":{},"subject":[],"published":{"date-parts":[[2013,9,19]]},"assertion":[{"value":"2013-09-19","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}