{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,6]],"date-time":"2026-10-06T18:19:56Z","timestamp":1791310796317,"version":"4.3.1"},"publisher-location":"Berlin, Heidelberg","reference-count":8,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783540292449","type":"print"},{"value":"9783540316657","type":"electronic"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2005]]},"DOI":"10.1007\/11564126_19","type":"book-chapter","created":{"date-parts":[[2005,11,4]],"date-time":"2005-11-04T05:24:55Z","timestamp":1131081895000},"page":"157-168","source":"Crossref","is-referenced-by-count":11,"title":["Improving Generalization by Data Categorization"],"prefix":"10.1007","author":[{"given":"Ling","family":"Li","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amrit","family":"Pratap","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hsuan-Tien","family":"Lin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yaser S.","family":"Abu-Mostafa","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","reference":[{"key":"19_CR1","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1023\/B:AIRE.0000045502.10941.a9","volume":"22","author":"V.J. Hodge","year":"2004","unstructured":"Hodge, V.J., Austin, J.: A survey of outlier detection methodologies. Artificial Intelligence Review\u00a022, 85\u2013126 (2004)","journal-title":"Artificial Intelligence Review"},{"key":"19_CR2","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4757-2440-0","volume-title":"The Nature of Statistical Learning Theory","author":"V.N. Vapnik","year":"1995","unstructured":"Vapnik, V.N.: The Nature of Statistical Learning Theory. Springer, Berlin (1995)"},{"key":"19_CR3","first-page":"181","volume-title":"Advances in Knowledge Discovery and Data Mining","author":"I. Guyon","year":"1996","unstructured":"Guyon, I., Mati\u0107, N., Vapnik, V.: Discovering informative patterns and data cleaning. In: Fayyad, U.M., Piatetsky-Shapiro, G., Smyth, P., Uthurusamy, R. (eds.) Advances in Knowledge Discovery and Data Mining, pp. 181\u2013203. AAAI Press \/ MIT Press, Cambridge (1996)"},{"key":"19_CR4","unstructured":"Nicholson, A.: Generalization Error Estimates and Training Data Valuation. PhD thesis, California Institute of Technology (2002)"},{"key":"19_CR5","doi-asserted-by":"publisher","first-page":"891","DOI":"10.1142\/S0218001404003460","volume":"18","author":"S. Merler","year":"2004","unstructured":"Merler, S., Caprile, B., Furlanello, C.: Bias-variance control via hard points shaving. International Journal of Pattern Recognition and Artificial Intelligence\u00a018, 891\u2013903 (2004)","journal-title":"International Journal of Pattern Recognition and Artificial Intelligence"},{"key":"19_CR6","unstructured":"Hsu, C.W., Chang, C.C., Lin, C.J.: A practical guide to support vector classification. Technical report, National Taiwan University (2003)"},{"key":"19_CR7","unstructured":"Freund, Y., Schapire, R.E.: Experiments with a new boosting algorithm. In: Machine Learning: Proceedings of the Thirteenth International Conference, pp. 148\u2013156 (1996)"},{"key":"19_CR8","unstructured":"Hettich, S., Blake, C.L., Merz, C.J.: UCI repository of machine learning databases (1998), Downloadable at \n                    \n                      http:\/\/www.ics.uci.edu\/~mlearn\/MLRepository.html"}],"container-title":["Lecture Notes in Computer Science","Knowledge Discovery in Databases: PKDD 2005"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/11564126_19.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,4,27]],"date-time":"2021-04-27T03:15:36Z","timestamp":1619493336000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/11564126_19"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2005]]},"ISBN":["9783540292449","9783540316657"],"references-count":8,"URL":"https:\/\/doi.org\/10.1007\/11564126_19","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2005]]}}}