{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,18]],"date-time":"2025-11-18T12:14:27Z","timestamp":1763468067580},"publisher-location":"Berlin, Heidelberg","reference-count":26,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642315367"},{"type":"electronic","value":"9783642315374"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2012]]},"DOI":"10.1007\/978-3-642-31537-4_2","type":"book-chapter","created":{"date-parts":[[2012,7,2]],"date-time":"2012-07-02T09:50:32Z","timestamp":1341222632000},"page":"11-25","source":"Crossref","is-referenced-by-count":5,"title":["Transductive Relational Classification in the Co-training Paradigm"],"prefix":"10.1007","author":[{"given":"Michelangelo","family":"Ceci","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Annalisa","family":"Appice","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Herna L.","family":"Viktor","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Donato","family":"Malerba","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Eric","family":"Paquet","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hongyu","family":"Guo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"2_CR1","unstructured":"Berka, P.: Guide to the financial data set. In: Siebes, A., Berka, P. (eds.) PKDD 2000 Discovery Challenge (2000)"},{"key":"2_CR2","doi-asserted-by":"crossref","unstructured":"Blum, A., Mitchell, T.: Combining labeled and unlabeled data with co-training. In: Proceedings of the Workshop on Computational Learning Theory (1998)","DOI":"10.1145\/279943.279962"},{"key":"2_CR3","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1007\/978-3-540-39804-2_11","volume-title":"Knowledge Discovery in Databases: PKDD 2003","author":"M. Ceci","year":"2003","unstructured":"Ceci, M., Appice, A., Malerba, D.: Mr-SBC: A Multi-relational Na\u00efve Bayes Classifier. In: Lavra\u010d, N., Gamberger, D., Todorovski, L., Blockeel, H. (eds.) PKDD 2003. LNCS (LNAI), vol.\u00a02838, pp. 95\u2013106. Springer, Heidelberg (2003)"},{"key":"2_CR4","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1007\/978-3-540-28631-8_9","volume-title":"Advances in Case-Based Reasoning","author":"W. Cheetham","year":"2004","unstructured":"Cheetham, W., Price, J.: Measures of Solution Accuracy in Case-Based Reasoning Systems. In: Funk, P., Gonz\u00e1lez Calero, P.A. (eds.) ECCBR 2004. LNCS (LNAI), vol.\u00a03155, pp. 106\u2013118. Springer, Heidelberg (2004)"},{"key":"2_CR5","unstructured":"Collins, M., Singer, Y.: Unsupervised models for named entity classification. In: Proceedings of the Joint SIGDAT Conference on Empirical Methods in Natural Language Processing and Very Large Corpora, pp. 100\u2013110 (1999)"},{"key":"2_CR6","doi-asserted-by":"crossref","unstructured":"Dasgupta, S., Littman, M.L., McAllester, D.A.: PAC generalization bounds for co-training. In: NIPS, pp. 375\u2013382 (2001)","DOI":"10.7551\/mitpress\/1120.003.0053"},{"key":"2_CR7","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"177","DOI":"10.1007\/11536406_16","volume-title":"Case-Based Reasoning Research and Development","author":"S.J. Delany","year":"2005","unstructured":"Delany, S.J., Cunningham, P., Doyle, D., Zamolotskikh, A.: Generating Estimates of Classification Confidence for a Case-Based Spam Filter. In: Mu\u00f1oz-\u00c1vila, H., Ricci, F. (eds.) ICCBR 2005. LNCS (LNAI), vol.\u00a03620, pp. 177\u2013190. Springer, Heidelberg (2005)"},{"key":"2_CR8","unstructured":"Gammerman, A., Azoury, K., Vapnik, V.: Learning by transduction. In: Proc. of the 14th Annual Conference on Uncertainty in Artificial Intelligence, UAI 1998, pp. 148\u2013155. Morgan Kaufmann (1998)"},{"key":"2_CR9","doi-asserted-by":"publisher","first-page":"287","DOI":"10.1007\/s10115-008-0127-5","volume":"17","author":"H. Guo","year":"2008","unstructured":"Guo, H., Viktor, H.L.: Multirelational classification: A multiple view approach. Knowledge and Information Systems: An International Journal\u00a017, 287\u2013312 (2008)","journal-title":"Knowledge and Information Systems: An International Journal"},{"key":"2_CR10","unstructured":"Hall, M.: Correlation-based feature selection for machine learning, Ph.D diss., Waikato Uni. (1998)"},{"key":"2_CR11","unstructured":"Joachims, T.: Transductive inference for text classification using support vector machines. In: Proc. of the 16th International Conference on Machine Learning, ICML 1999, pp. 200\u2013209. Morgan Kaufmann (1999)"},{"key":"2_CR12","unstructured":"Joachims, T.: Transductive learning via spectral graph partitioning. In: Proc. of the 20th International Conference on Machine Learning, ICML 2003 (2003)"},{"issue":"3","key":"2_CR13","doi-asserted-by":"publisher","first-page":"637","DOI":"10.1162\/089976601300014493","volume":"13","author":"S.S. Keerthi","year":"2001","unstructured":"Keerthi, S.S., Shevade, S.K., Bhattacharyya, C., Murthy, K.R.K.: Improvements to platt\u2019s smo algorithm for svm classifier design. Neural Computation\u00a013(3), 637\u2013649 (2001)","journal-title":"Neural Computation"},{"key":"2_CR14","unstructured":"Kiritchenko, S., Matwin, S.: Email classification with co-training. In: Proceedings of the 2001 Conference of the Centre for Advanced Studies on Collaborative Research, CASCON 2001, p. 8. IBM Press (2001)"},{"issue":"1-2","key":"2_CR15","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1023\/B:MACH.0000035472.73496.0c","volume":"57","author":"M.-A. Krogel","year":"2004","unstructured":"Krogel, M.-A., Scheffer, T.: Multi-relational learning, text mining, and semi-supervised learning for functional genomics. Machine Learning\u00a057(1-2), 61\u201381 (2004)","journal-title":"Machine Learning"},{"key":"2_CR16","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"219","DOI":"10.1007\/3-540-36755-1_19","volume-title":"Machine Learning: ECML 2002","author":"M. Kukar","year":"2002","unstructured":"Kukar, M., Kononenko, I.: Reliable Classifications with Machine Learning. In: Elomaa, T., Mannila, H., Toivonen, H. (eds.) ECML 2002. LNCS (LNAI), vol.\u00a02430, pp. 219\u2013231. Springer, Heidelberg (2002)"},{"key":"2_CR17","doi-asserted-by":"crossref","unstructured":"Levin, A., Viola, P., Freund, Y.: Unsupervised improvement of visual detectors using co-training. In: Proceedings of the Ninth IEEE International Conference on Computer Vision, ICCV 2003, Washington, DC, USA, vol.\u00a02, pp. 626\u2013637. IEEE Computer Society (2003)","DOI":"10.1109\/ICCV.2003.1238406"},{"key":"2_CR18","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"67","DOI":"10.1007\/3-540-47979-1_5","volume-title":"Computer Vision - ECCV 2002","author":"S.Z. Li","year":"2002","unstructured":"Li, S.Z., Zhu, L., Zhang, Z., Blake, A., Zhang, H., Shum, H.-Y.: Statistical Learning of Multi-view Face Detection. In: Heyden, A., Sparr, G., Nielsen, M., Johansen, P. (eds.) ECCV 2002. LNCS, vol.\u00a02353, pp. 67\u201381. Springer, Heidelberg (2002)"},{"key":"2_CR19","doi-asserted-by":"publisher","first-page":"109","DOI":"10.1016\/j.engappai.2008.04.005","volume":"22","author":"D. Malerba","year":"2009","unstructured":"Malerba, D., Ceci, M., Appice, A.: A relational approach to probabilistic classification in a transductive setting. Eng. Appl. Artif. Intell.\u00a022, 109\u2013116 (2009)","journal-title":"Eng. Appl. Artif. Intell."},{"key":"2_CR20","volume-title":"Machine Learning","author":"T. Mitchell","year":"1997","unstructured":"Mitchell, T.: Machine Learning. McGraw-Hill, New York (1997)"},{"key":"2_CR21","unstructured":"Muslea, I., Minton, S., Knoblock, C.A.: Active + semi-supervised learning = robust multi-view learning. In: Proceedings of the Nineteenth International Conference on Machine Learning, ICML 2002, pp. 435\u2013442. Morgan Kaufmann Publishers Inc., San Francisco (2002)"},{"key":"2_CR22","doi-asserted-by":"crossref","unstructured":"Nigam, K., Ghani, R.: Analyzing the effectiveness and applicability of co-training. In: CIKM, pp. 86\u201393. ACM (2000)","DOI":"10.1145\/354756.354805"},{"key":"2_CR23","unstructured":"Pan, S., Kwok, J., Yang, Q., Pan, J.: Adaptive localization in a dynamic wifi environment through multi-view learning. In: AAAI 2007, Menlo Park, CA, pp. 1108\u20131113 (2007)"},{"key":"2_CR24","unstructured":"Srinivasan, A., Muggleton, S., King, R.D., Sternberg, M.J.E.: Mutagenesis: Ilp experiments in a non-determinate biological domain. In: Wrobel, S. (ed.) Proc. of the 4th Inductive Logic Programming Workshop, pp. 217\u2013232. GMD-Studien (1994)"},{"key":"2_CR25","unstructured":"Taskar, B., Segal, E., Koller, D.: Probabilistic classification and clustering in relational data. In: Nebel, B. (ed.) IJCAI, pp. 870\u2013878. Morgan Kaufmann (2001)"},{"key":"2_CR26","unstructured":"Yin, X., Han, J., Yang, J., Yu, P.S.: Crossmine: Efficient classification across multiple database relations. In: ICDE 2004, Boston, pp. 399\u2013410 (2004)"}],"container-title":["Lecture Notes in Computer Science","Machine Learning and Data Mining in Pattern Recognition"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-31537-4_2.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,4,26]],"date-time":"2024-04-26T09:04:56Z","timestamp":1714122296000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-31537-4_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012]]},"ISBN":["9783642315367","9783642315374"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-31537-4_2","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2012]]}}}