{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,26]],"date-time":"2026-04-26T08:24:59Z","timestamp":1777191899253,"version":"3.51.4"},"publisher-location":"Berlin, Heidelberg","reference-count":19,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783540879862","type":"print"},{"value":"9783540879879","type":"electronic"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2008]]},"DOI":"10.1007\/978-3-540-87987-9_8","type":"book-chapter","created":{"date-parts":[[2009,3,17]],"date-time":"2009-03-17T07:20:06Z","timestamp":1237274406000},"page":"38-53","source":"Crossref","is-referenced-by-count":126,"title":["Sample Selection Bias Correction Theory"],"prefix":"10.1007","author":[{"given":"Corinna","family":"Cortes","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mehryar","family":"Mohri","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Michael","family":"Riley","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Afshin","family":"Rostamizadeh","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"8_CR1","doi-asserted-by":"crossref","unstructured":"Bickel, S., Br\u00fcckner, M., Scheffer, T.: Discriminative learning for differing training and test distributions. In: ICML 2007, pp. 81\u201388 (2007)","DOI":"10.1145\/1273496.1273507"},{"key":"8_CR2","doi-asserted-by":"publisher","first-page":"499","DOI":"10.1162\/153244302760200704","volume":"2","author":"O. Bousquet","year":"2002","unstructured":"Bousquet, O., Elisseeff, A.: Stability and generalization. JMLR\u00a02, 499\u2013526 (2002)","journal-title":"JMLR"},{"key":"8_CR3","volume-title":"Classification and regression trees","author":"L. Breiman","year":"1984","unstructured":"Breiman, L., Friedman, J., Olshen, R., Stone, C.: Classification and regression trees. CRC Press, Boca Raton (1984)"},{"key":"8_CR4","first-page":"273","volume":"20","author":"C. Cortes","year":"1995","unstructured":"Cortes, C., Vapnik, V.N.: Support-Vector Networks. Machine Learning\u00a020, 273\u2013297 (1995)","journal-title":"Machine Learning"},{"key":"8_CR5","doi-asserted-by":"crossref","unstructured":"Devroye, L., Wagner, T.: Distribution-free performance bounds for potential function rules. IEEE Trans. on Information Theory, 601\u2013604 (1979)","DOI":"10.1109\/TIT.1979.1056087"},{"key":"8_CR6","doi-asserted-by":"crossref","unstructured":"Dud\u00edk, M., Schapire, R.E., Phillips, S.J.: Correcting sample selection bias in maximum entropy density estimation. In: NIPS 2005 (2006)","DOI":"10.1145\/1273496.1273528"},{"key":"8_CR7","unstructured":"Elkan, C.: The foundations of cost-sensitive learning. In: IJCAI, pp. 973\u2013978 (2001)"},{"key":"8_CR8","first-page":"605","volume-title":"ICDM 2005","author":"W. Fan","year":"2005","unstructured":"Fan, W., Davidson, I., Zadrozny, B., Yu, P.S.: An improved categorization of classifier\u2019s sensitivity on sample selection bias. In: ICDM 2005, pp. 605\u2013608. IEEE Computer Society, Los Alamitos (2005)"},{"key":"8_CR9","doi-asserted-by":"publisher","first-page":"151","DOI":"10.2307\/1912352","volume":"47","author":"J.J. Heckman","year":"1979","unstructured":"Heckman, J.J.: Sample Selection Bias as a Specification Error. Econometrica\u00a047, 151\u2013161 (1979)","journal-title":"Econometrica"},{"key":"8_CR10","unstructured":"Huang, J., Smola, A., Gretton, A., Borgwardt, K., Sch\u00f6lkopf, B.: Correcting Sample Selection Bias by Unlabeled Data. Technical Report CS-2006-44). University of Waterloo (2006a)"},{"key":"8_CR11","doi-asserted-by":"crossref","unstructured":"Huang, J., Smola, A.J., Gretton, A., Borgwardt, K.M., Sch\u00f6lkopf, B.: Correcting sample selection bias by unlabeled data. In: NIPS 2006, pp. 601\u2013608 (2006b)","DOI":"10.7551\/mitpress\/7503.003.0080"},{"key":"8_CR12","doi-asserted-by":"crossref","unstructured":"Kearns, M., Ron, D.: Algorithmic stability and sanity-check bounds for leave-one-out cross-validation. In: COLT 1997, pp. 152\u2013162 (1997)","DOI":"10.1145\/267460.267491"},{"key":"8_CR13","volume-title":"Statistical analysis with missing data","author":"R.J.A. Little","year":"1986","unstructured":"Little, R.J.A., Rubin, D.B.: Statistical analysis with missing data. John Wiley & Sons, Inc., New York (1986)"},{"key":"8_CR14","unstructured":"Saunders, C., Gammerman, A., Vovk, V.: Ridge Regression Learning Algorithm in Dual Variables. In: ICML 1998, pp. 515\u2013521 (1998)"},{"key":"8_CR15","doi-asserted-by":"publisher","first-page":"67","DOI":"10.1162\/153244302760185252","volume":"2","author":"I. Steinwart","year":"2002","unstructured":"Steinwart, I.: On the influence of the kernel on the consistency of support vector machines. JMLR\u00a02, 67\u201393 (2002)","journal-title":"JMLR"},{"key":"8_CR16","doi-asserted-by":"crossref","unstructured":"Sugiyama, M., Nakajima, S., Kashima, H., von B\u00fcnau, P., Kawanabe, M.: Direct importance estimation with model selection and its application to covariate shift adaptation. In: NIPS 2008 (2008)","DOI":"10.1007\/s10463-008-0197-x"},{"key":"8_CR17","volume-title":"Statistical learning theory","author":"V.N. Vapnik","year":"1998","unstructured":"Vapnik, V.N.: Statistical learning theory. Wiley-Interscience, New York (1998)"},{"key":"8_CR18","doi-asserted-by":"crossref","unstructured":"Zadrozny, B.: Learning and evaluating classifiers under sample selection bias. In: ICML 2004 (2004)","DOI":"10.1145\/1015330.1015425"},{"key":"8_CR19","doi-asserted-by":"crossref","unstructured":"Zadrozny, B., Langford, J., Abe, N.: Cost-sensitive learning by cost-proportionate example weighting. In: ICDM 2003 (2003)","DOI":"10.1109\/ICDM.2003.1250950"}],"container-title":["Lecture Notes in Computer Science","Algorithmic Learning Theory"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-87987-9_8.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,11]],"date-time":"2024-03-11T15:44:48Z","timestamp":1710171888000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-540-87987-9_8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2008]]},"ISBN":["9783540879862","9783540879879"],"references-count":19,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-87987-9_8","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2008]]}}}