{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,26]],"date-time":"2025-11-26T16:17:03Z","timestamp":1764173823473},"publisher-location":"Berlin, Heidelberg","reference-count":20,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642292521"},{"type":"electronic","value":"9783642292538"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2012]]},"DOI":"10.1007\/978-3-642-29253-8_3","type":"book-chapter","created":{"date-parts":[[2012,4,5]],"date-time":"2012-04-05T08:38:38Z","timestamp":1333615118000},"page":"22-33","source":"Crossref","is-referenced-by-count":1,"title":["Estimate Unlabeled-Data-Distribution for Semi-supervised PU Learning"],"prefix":"10.1007","author":[{"given":"Haoji","family":"Hu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chaofeng","family":"Sha","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaoling","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Aoying","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"3_CR1","first-page":"139","volume":"2","author":"L.M. Manevitz","year":"2001","unstructured":"Manevitz, L.M., Yousef, M., Cristianini, N., Shawe-taylor, J., Williamson, B.: One class svms for document classification. Journal of Machine Learning Research\u00a02, 139\u2013154 (2001)","journal-title":"Journal of Machine Learning Research"},{"key":"3_CR2","doi-asserted-by":"crossref","unstructured":"Yu, H., Han, J., Chang, K.C.C.: Pebl: Positive example based learning for web page classification using svm. In: KDD (2002)","DOI":"10.1145\/775082.775083"},{"key":"3_CR3","unstructured":"Li, X., Liu, B., Dai, Y., Lee, W.S., Yu, P.S.: Building Text Classifiers Using Positive and Unlabeled Examples. In: ICDM (2003)"},{"key":"3_CR4","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"112","DOI":"10.1007\/3-540-49730-7_9","volume-title":"Algorithmic Learning Theory","author":"F. Denis","year":"1998","unstructured":"Denis, F.: PAC Learning from Positive Statistical Queries. In: Richter, M.M., Smith, C.H., Wiehagen, R., Zeugmann, T. (eds.) ALT 1998. LNCS (LNAI), vol.\u00a01501, pp. 112\u2013126. Springer, Heidelberg (1998)"},{"key":"3_CR5","first-page":"273","volume":"20","author":"C. Cortes","year":"1995","unstructured":"Cortes, C., Vapnik, V.: Support vector networks. Machine Learning\u00a020, 273\u2013297 (1995)","journal-title":"Machine Learning"},{"key":"3_CR6","unstructured":"Lee, W.S., Liu, B.: Learning with positive and unlabeled examples using weighted logistic regression. In: Proceedings of the Twentieth International Conference on Machine Learning (2003)"},{"key":"3_CR7","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"118","DOI":"10.1007\/11527503_15","volume-title":"Advanced Data Mining and Applications","author":"Z. Liu","year":"2005","unstructured":"Liu, Z., Shi, W., Li, D., Qin, Q.: Partially Supervised Classification \u2013 Based on Weighted Unlabeled Samples Support Vector Machine. In: Li, X., Wang, S., Dong, Z.Y. (eds.) ADMA 2005. LNCS (LNAI), vol.\u00a03584, pp. 118\u2013129. Springer, Heidelberg (2005)"},{"key":"3_CR8","unstructured":"Zhang, D., Lee, W.S.: A simple probabilistic approach to learning from positive and unlabeled examples. In: UKCI (2005)"},{"key":"3_CR9","doi-asserted-by":"crossref","unstructured":"Elkan, C., Noto, K.: Learing classifiers from only positive and unlabeled data. In: KDD (2008)","DOI":"10.1145\/1401890.1401920"},{"key":"3_CR10","doi-asserted-by":"crossref","unstructured":"Rosenberg, C., Hebert, M., Schneiderman, H.: Semi-supervised selftraining of object detection models. In: Seventh IEEE Workshop on Applications of Computer Vision (2005)","DOI":"10.1109\/ACVMOT.2005.107"},{"key":"3_CR11","unstructured":"Zhu, X., Ghahramani, Z., Lafferty, J.: Semi-supervised learning using Gaussian fields and harmonic functions. In: The 20th International Conference on Machine Learning (2003a)"},{"key":"3_CR12","unstructured":"Vapnik, V.: Statistical learning theory. Wiley-Interscience (1998)"},{"key":"3_CR13","unstructured":"Li, X.L., Liu, B., Ng, S.K.: Learning to Identify Unexpected Instances in the Test Set. In: AAAI (2007)"},{"key":"3_CR14","unstructured":"Zhu, X.J.: Semi-Supervised Learning Literature Survey. Technical Report 1530, Dept. Comp. Sci., Univ. Wisconsin-Madison (2006)"},{"key":"3_CR15","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"668","DOI":"10.1007\/978-3-642-14246-8_64","volume-title":"Web-Age Information Management","author":"X. Wang","year":"2010","unstructured":"Wang, X., Xu, Z., Sha, C., Ester, M., Zhou, A.: Semi-supervised Learning from Only Positive and Unlabeled Data Using Entropy. In: Chen, L., Tang, C., Yang, J., Gao, Y. (eds.) WAIM 2010. LNCS, vol.\u00a06184, pp. 668\u2013679. Springer, Heidelberg (2010)"},{"key":"3_CR16","doi-asserted-by":"publisher","DOI":"10.1002\/0471200611","volume-title":"Elements of Information Theory","author":"T. Cover","year":"1991","unstructured":"Cover, T., Thomas, J.: Elements of Information Theory. Wiley Interscience, Hoboken (1991)"},{"key":"3_CR17","first-page":"81","volume":"1","author":"Z. Xu","year":"2010","unstructured":"Xu, Z., Sha, C.F., Wang, X.L., Zhou, A.Y.: Semi-supervised Classification Based on KL Divergence. Journal of Computer Research and Development\u00a01, 81\u201387 (2010)","journal-title":"Journal of Computer Research and Development"},{"key":"3_CR18","unstructured":"Bennett, K., Demiriz, A.: Semi-supervised support vector machines. In: NIPS 11, pp. 368\u2013374 (1999)"},{"key":"3_CR19","unstructured":"http:\/\/people.csail.mit.edu\/jrennie\/20Newsgroups"},{"key":"3_CR20","unstructured":"http:\/\/www.daviddlewis.com\/resources\/testcollections\/reuters21578\/"}],"container-title":["Lecture Notes in Computer Science","Web Technologies and Applications"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-29253-8_3.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,5,4]],"date-time":"2021-05-04T11:33:31Z","timestamp":1620128011000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-29253-8_3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012]]},"ISBN":["9783642292521","9783642292538"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-29253-8_3","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2012]]}}}