{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,9]],"date-time":"2026-03-09T18:29:40Z","timestamp":1773080980814,"version":"3.50.1"},"publisher-location":"Berlin, Heidelberg","reference-count":28,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783540741381","type":"print"},{"value":"9783540741411","type":"electronic"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"DOI":"10.1007\/978-3-540-74141-1_26","type":"book-chapter","created":{"date-parts":[[2007,8,14]],"date-time":"2007-08-14T09:24:33Z","timestamp":1187083473000},"page":"374-388","source":"Crossref","is-referenced-by-count":2,"title":["Assessing Classification Accuracy in the Revision Stage of a CBR Spam Filtering System"],"prefix":"10.1007","author":[{"given":"Jos\u00e9 Ram\u00f3n","family":"M\u00e9ndez","sequence":"first","affiliation":[]},{"given":"Carlos","family":"Gonz\u00e1lez","sequence":"additional","affiliation":[]},{"given":"Daniel","family":"Glez-Pe\u00f1a","sequence":"additional","affiliation":[]},{"given":"Florentino","family":"Fdez-Riverola","sequence":"additional","affiliation":[]},{"given":"Fernando","family":"D\u00edaz","sequence":"additional","affiliation":[]},{"given":"Juan Manuel","family":"Corchado","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"26_CR1","unstructured":"Sharp Rock Technologies LTD: Dialer.net Mobile Internet Access (2000), http:\/\/mobile.dialer.net\/"},{"key":"26_CR2","unstructured":"Zennstrm, N., Friis, J.: Skype (2003), http:\/\/www.skype.com"},{"key":"26_CR3","doi-asserted-by":"publisher","first-page":"141","DOI":"10.1023\/A:1008287121180","volume":"7","author":"D.V. Oard","year":"1997","unstructured":"Oard, D.V.: The state of the art in text filtering. User Modeling and Use-Adapted Interaction\u00a07, 141\u2013178 (1997)","journal-title":"User Modeling and Use-Adapted Interaction"},{"key":"26_CR4","unstructured":"Androutsopoulos, I., Palioureas, G., Michelakis, E.: Learning to Filter Unsolicited Commercial E-Mail. Technical report TR-2004-2. NCSR: National Centre for Scientific Research \u201cDemokritos\u201d (2004)"},{"key":"26_CR5","unstructured":"Delany, S.J., Cunningham, P., Coyle, L.: An Assessment of Case-Base Reasoning for Spam Filtering. In: Proc. of the 15th Irish Conference on Artificial Intelligence and Cognitive Science, pp. 9\u201318 (2004)"},{"key":"26_CR6","unstructured":"Delany, S.J., Cunningham, P., Smyth, B.: ECUE: A Spam Filter that Uses Machine Learning to Track Concept Drift. In: Proc. of the 17th European Conference on Artificial Intelligence, pp. 627\u2013631 (2006)"},{"key":"26_CR7","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"504","DOI":"10.1007\/11805816_37","volume-title":"Advances in Case-Based Reasoning","author":"J.R. M\u00e9ndez","year":"2006","unstructured":"M\u00e9ndez, J.R., Fdez-Riverola, F., D\u00edaz, F., Iglesias, E.L., Corchado, J.M.: Tracking Concept Drift at Feature Selection Stage in SpamHunting: an Anti-Spam Instance-Based Reasoning System. In: Roth-Berghofer, T.R., G\u00f6ker, M.H., G\u00fcvenir, H.A. (eds.) ECCBR 2006. LNCS (LNAI), vol.\u00a04106, pp. 504\u2013518. Springer, Heidelberg (2006)"},{"key":"26_CR8","doi-asserted-by":"crossref","unstructured":"M\u00e9ndez, J.R., Fdez-Riverola, F., Iglesias, E.L., D\u00edaz, F., Corchado, J.M.: A Comparative Performance Study of Feature Selection Methods for the Anti-Spam Filtering Domain. In: Proc. of the 6th Industrial Conference on Data Mining, pp. 106\u2013120 (2006)","DOI":"10.1007\/11790853_9"},{"key":"26_CR9","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"449","DOI":"10.1007\/11881216_47","volume-title":"Current Topics in Artificial Intelligence","author":"J.R. M\u00e9ndez","year":"2006","unstructured":"M\u00e9ndez, J.R., Iglesias, E.L., Fdez-Riverola, F., D\u00edaz, F., Corchado, J.M.: Tokenising, Stemming and Stopword Removal on the Spam Filtering Domain. In: Mar\u00edn, R., Onaind\u00eda, E., Bugar\u00edn, A., Santos, J. (eds.) CAEPIA 2005. LNCS (LNAI), vol.\u00a04177, pp. 449\u2013458. Springer, Heidelberg (2006)"},{"issue":"1","key":"26_CR10","doi-asserted-by":"publisher","first-page":"36","DOI":"10.1016\/j.eswa.2006.04.011","volume":"33","author":"F. Fdez-Riverola","year":"2007","unstructured":"Fdez-Riverola, F., Iglesias, E.L., D\u00edaz, F., M\u00e9ndez, J.R., Corchado, J.M.: Applying Lazy Learning Algorithms to Tackle Concept Drift in Spam Filtering. Expert Systems With Applications\u00a033(1), 36\u201348 (2007)","journal-title":"Expert Systems With Applications"},{"key":"26_CR11","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":"26_CR12","doi-asserted-by":"crossref","unstructured":"Fdez-Riverola, F., Iglesias, E. L., D\u00edaz, F., M\u00e9ndez, J. R., Corchado, J. M.: SpamHunting: An Instance-Based Reasoning System for Spam Labeling and Filtering. Decision Support Systems (in press, 2007)","DOI":"10.1016\/j.dss.2006.11.012"},{"issue":"1","key":"26_CR13","first-page":"69","volume":"23","author":"G. Widmer","year":"1996","unstructured":"Widmer, G., Kubat, M.: Learning in the Presence of Concept Drift and Hidden Contexts. Machine Learning\u00a023(1), 69\u2013101 (1996)","journal-title":"Machine Learning"},{"key":"26_CR14","unstructured":"Fdez-Riverola, F., M\u00e9ndez, J.R., Iglesias, E.L., D\u00edaz, F.: Representaci\u00f3n Flexible de E-mails para la Construcci\u00f3n de Filtros Anti-Spam: un caso pr\u00e1ctico. In: Proc. of the first Spanish Conference on Computer Science, pp. 109\u2013116 (2005)"},{"key":"26_CR15","unstructured":"M\u00e9ndez, J.R., Iglesias, E.L., Fdez-Riverola, F., D\u00edaz, F., Corchado, J.M.: A Comparative Impact Study of Corpus Preprocessing for the Construction of Anti-Spam Filtering Software. In: Proc. of the 10th Conference of the Spanish Association for the Artificial Intelligence, pp. 29\u201338 (2005)"},{"key":"26_CR16","unstructured":"John, G.H., Langley, P.: Estimating Continuous Distributions in Bayes Classifiers. In: Proc. of the 11th Conference on Uncertainty in Artificial Intelligence, pp. 338\u2013345 (1995)"},{"key":"26_CR17","doi-asserted-by":"crossref","unstructured":"Vapnik, V.: The Nature of Statistical Learning Theory. 2nd Ed. Statistics for Engineering and Information Science (1999)","DOI":"10.1007\/978-1-4757-3264-1"},{"key":"26_CR18","unstructured":"Carreras, X., M\u00e1rquez, L.: Boosting Trees for Anti-Spam e-Mail Filtering. In: Proc. of the 4th International Conference on Recent Advances in Natural Language Processing, pp. 58\u201364 (2001)"},{"key":"26_CR19","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-45006-8_12","volume-title":"Case-Based Reasoning Research and Development","author":"P. Cunningham","year":"2003","unstructured":"Cunningham, P., Nowlan, N., Delany, S.J., Haahr, M.: A Case-Based Approach to Spam Filtering that Can Track Concept Drift. In: Ashley, K.D., Bridge, D.G. (eds.) ICCBR 2003. LNCS, vol.\u00a02689, Springer, Heidelberg (2003)"},{"key":"26_CR20","unstructured":"Rigoutsos, I., Huynh, T.: Chung-Kwei: a Pattern-discovery-based System for the Automatic Identification of Unsolicited E-mail Messages. In: Proc. of the First Conference on Email and Anti-Spam (2004)"},{"key":"26_CR21","volume-title":"Signal Detection Theory and ROC Analysis","author":"J.P. Egan","year":"1975","unstructured":"Egan, J.P.: Signal Detection Theory and ROC Analysis. Academic Press, New York (1975)"},{"key":"26_CR22","doi-asserted-by":"publisher","first-page":"283","DOI":"10.1016\/S0001-2998(78)80014-2","volume":"8","author":"C.E. Metz","year":"1978","unstructured":"Metz, C.E.: Basic principles of ROC analysis. Seminars in Nuclear Medicine\u00a08, 283\u2013298 (1978)","journal-title":"Seminars in Nuclear Medicine"},{"key":"26_CR23","doi-asserted-by":"crossref","first-page":"561","DOI":"10.1093\/clinchem\/39.4.561","volume":"39","author":"M.H. Zweig","year":"1993","unstructured":"Zweig, M.H., Campbell, G.: Receiver-operating characteristic (ROC) plots: a fundamental evaluation tool in clinical medicine. Clinical Chemistry\u00a039, 561\u2013577 (1993)","journal-title":"Clinical Chemistry"},{"key":"26_CR24","first-page":"555","volume":"94","author":"P.F. Griner","year":"1981","unstructured":"Griner, P.F., Mayewski, R.J., Mushlin, A.I., Greenland, P.: Selection and interpretation of diagnostic tests and procedures. Annals of Internal Medicine\u00a094, 555\u2013600 (1981)","journal-title":"Annals of Internal Medicine"},{"key":"26_CR25","doi-asserted-by":"publisher","first-page":"167","DOI":"10.1037\/0033-2909.117.1.167","volume":"117","author":"V. Hasselband","year":"1995","unstructured":"Hasselband, V., Hedges, L.: Meta-analysis of diagnostics test. Psychological Bulletin\u00a0117, 167\u2013178 (1995)","journal-title":"Psychological Bulletin"},{"key":"26_CR26","unstructured":"Kohavi, R.: A study of cross-validation and bootstrap for accuracy estimation and model selection. In: Proc. of the 14th International Joint Conference on Artificial Intelligence, pp. 1137\u20131143 (1995)"},{"key":"26_CR27","unstructured":"Gabrilovich, E., Markovitch, S.: Computing Semantic Relatedness using Wikipedia-based Explicit Semantic Analysis. In: Proc. of the 20th International Joint Conference on Artificial Intelligence, pp. 1606\u20131611 (2007)"},{"key":"26_CR28","unstructured":"Strube, M., Ponzetto, P.: WikiRelate! Computing Semantic Relatedness using Wikipedia. In: Proc. of the 22th American Association for Artificial Intelligence Conference (2006)"}],"container-title":["Lecture Notes in Computer Science","Case-Based Reasoning Research and Development"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-74141-1_26.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,11,19]],"date-time":"2020-11-19T00:18:00Z","timestamp":1605745080000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-540-74141-1_26"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[null]]},"ISBN":["9783540741381","9783540741411"],"references-count":28,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-74141-1_26","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[]}}