{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,29]],"date-time":"2025-03-29T04:14:52Z","timestamp":1743221692009,"version":"3.40.3"},"publisher-location":"Berlin, Heidelberg","reference-count":20,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642303524"},{"type":"electronic","value":"9783642303531"}],"license":[{"start":{"date-parts":[[2012,1,1]],"date-time":"2012-01-01T00:00:00Z","timestamp":1325376000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2012]]},"DOI":"10.1007\/978-3-642-30353-1_7","type":"book-chapter","created":{"date-parts":[[2012,5,25]],"date-time":"2012-05-25T13:44:29Z","timestamp":1337953469000},"page":"74-84","source":"Crossref","is-referenced-by-count":0,"title":["Cost-Sensitive Self-Training"],"prefix":"10.1007","author":[{"given":"Yuanyuan","family":"Guo","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Harry","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bruce","family":"Spencer","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"7_CR1","unstructured":"UCI Machine Learning Repository, http:\/\/archive.ics.uci.edu\/ml\/datasets.html"},{"key":"7_CR2","doi-asserted-by":"crossref","unstructured":"Abe, N., Zadrozny, B., Langford, J.: An iterative method for multi-class cost-sensitive learning. In: Proc. 10th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 3\u201311 (2004)","DOI":"10.1145\/1014052.1014056"},{"volume-title":"Semi-supervised learning","year":"2006","key":"7_CR3","unstructured":"Chapelle, O., Sch\u00f6lkopf, B., Zien, A. (eds.): Semi-supervised learning. MIT Press, Cambridge (2006)"},{"key":"7_CR4","doi-asserted-by":"crossref","unstructured":"Domingos, P.: MetaCost: A general method for making classifiers cost-sensitive. In: Proc. 5th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 155\u2013164 (1999)","DOI":"10.1145\/312129.312220"},{"key":"7_CR5","doi-asserted-by":"crossref","unstructured":"Donmez, P., Carbonell, J.G.: Proactive learning: Cost-sensitive active learning with multiple imperfect oracles. In: Proc. 17th ACM Conference on Information and Knowledge Management (2008)","DOI":"10.1145\/1458082.1458165"},{"key":"7_CR6","unstructured":"Elkan, C.: The foundations of cost-sensitive learning. In: Proc. 17th International Joint Conference on Artificial Intelligence, pp. 973\u2013978 (2001)"},{"key":"7_CR7","doi-asserted-by":"crossref","unstructured":"Guo, Y., Zhang, H., Liu, X.: Instance selection in semi-supervised learning. In: Proc. 24th Canadian Conference on Artificial Intelligence, pp. 158\u2013169 (2011)","DOI":"10.1007\/978-3-642-21043-3_19"},{"key":"7_CR8","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"611","DOI":"10.1007\/11430919_71","volume-title":"Advances in Knowledge Discovery and Data Mining","author":"M. Li","year":"2005","unstructured":"Li, M., Zhou, Z.-H.: SETRED: Self-training with Editing. In: Ho, T.-B., Cheung, D., Liu, H. (eds.) PAKDD 2005. LNCS (LNAI), vol.\u00a03518, pp. 611\u2013621. Springer, Heidelberg (2005)"},{"key":"7_CR9","doi-asserted-by":"crossref","unstructured":"Li, Y.F., Kwok, J.T., Zhou, Z.H.: Cost-sensitive semi-supervised support vector machine. In: Proc. 24th AAAI Conference on Artificial Intelligence, pp. 500\u2013505 (2010)","DOI":"10.1609\/aaai.v24i1.7661"},{"key":"7_CR10","doi-asserted-by":"publisher","first-page":"257","DOI":"10.1007\/s10994-009-5131-9","volume":"76","author":"A. Liu","year":"2009","unstructured":"Liu, A., Jun, G., Ghosh, J.: A self-training approach to cost sensitive uncertainty sampling. Machine Learning\u00a076, 257\u2013270 (2009)","journal-title":"Machine Learning"},{"key":"7_CR11","doi-asserted-by":"crossref","unstructured":"Liu, X.Y., Zhou, Z.H.: The influence of class imbalance on cost-sensitive learning: An empirical study. In: Proc. 6th IEEE International Conference on Data Mining, pp. 970\u2013974 (2006)","DOI":"10.1109\/ICDM.2006.158"},{"key":"7_CR12","unstructured":"Margineantu, D.D.: Active cost-sensitive learning. In: Proc. 19th International Joint Conference on Artificial Intelligence (2005)"},{"key":"7_CR13","unstructured":"Muslea, I., Minton, S., Knoblock, C.A.: Active + semi-supervised learning = robust multi-view learning. In: Proc. 19th International Conference on Machine Learning (2002)"},{"key":"7_CR14","doi-asserted-by":"crossref","unstructured":"Qin, Z., Zhang, S., Liu, L., Wang, T.: Cost-sensitive semi-supervised classification using CS-EM. In: Proc. 8th IEEE International Conference on Computer and Information Technology, pp. 131\u2013136 (2008)","DOI":"10.1109\/CIT.2008.4594662"},{"key":"7_CR15","unstructured":"Sheng, V.S., Ling, C.X.: Thresholding for making classifiers cost-sensitive. In: Proc. 21st National Conference on Artificial Intelligence, AAAI 2006 (2006)"},{"key":"7_CR16","unstructured":"Ting, K.M.: A comparative study of cost-sensitive boosting algorithms. In: Proc. 17th International Conference on Machine Learning, pp. 983\u2013990 (2000)"},{"key":"7_CR17","doi-asserted-by":"crossref","unstructured":"Wang, B., Spencer, B., Ling, C.X., Zhang, H.: Semi-supervised self-training for sentence subjectivity classification. In: 21st Canadian Conference on Artificial Intelligence, pp. 344\u2013355 (2008)","DOI":"10.1007\/978-3-540-68825-9_32"},{"key":"7_CR18","unstructured":"Witten, I.H., Frank, E. (eds.): Data mining: Practical machine learning tools and techniques, 2nd edn. Morgan Kaufmann (2005)"},{"key":"7_CR19","doi-asserted-by":"crossref","unstructured":"Yarowsky, D.: Unsupervised word sense disambiguation rivaling supervised methods. In: Proc. 33rd Annual Meeting of the Association for Computational Linguistics, pp. 189\u2013196 (1995)","DOI":"10.3115\/981658.981684"},{"key":"7_CR20","doi-asserted-by":"crossref","unstructured":"Zhu, X.: Semi-supervised learning literature survey (2008)","DOI":"10.1109\/GRC.2008.4664785"}],"container-title":["Lecture Notes in Computer Science","Advances in Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-30353-1_7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,28]],"date-time":"2025-03-28T21:14:25Z","timestamp":1743196465000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-30353-1_7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012]]},"ISBN":["9783642303524","9783642303531"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-30353-1_7","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2012]]}}}