{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,6]],"date-time":"2026-01-06T02:21:26Z","timestamp":1767666086307},"publisher-location":"Berlin, Heidelberg","reference-count":20,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783540850717"},{"type":"electronic","value":"9783540850724"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"DOI":"10.1007\/978-3-540-85072-4_4","type":"book-chapter","created":{"date-parts":[[2008,8,4]],"date-time":"2008-08-04T15:58:44Z","timestamp":1217865524000},"page":"36-47","source":"Crossref","is-referenced-by-count":10,"title":["Adaptive Spam Detection Inspired by a Cross-Regulation Model of Immune Dynamics: A Study of Concept Drift"],"prefix":"10.1007","author":[{"given":"Alaa","family":"Abi-Haidar","sequence":"first","affiliation":[]},{"given":"Luis M.","family":"Rocha","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"4_CR1","doi-asserted-by":"crossref","unstructured":"Abi-Haidar, A., Kaur, J., Maguitman, A., Radivojac, P., Retchsteiner, A., Verspoor, K., Wang, Z., Rocha, L.: Uncovering protein-protein interactions in abstracts and text using linear models and word proximity networks. Genome Biology (in press, 2008)","DOI":"10.1186\/gb-2008-9-s2-s11"},{"key":"4_CR2","volume-title":"An experimental comparison of naive Bayesian and keyword-based anti-spam filtering with personal e-mail messages","author":"I. Androutsopoulos","year":"2000","unstructured":"Androutsopoulos, I., Koutsias, J., Chandrinos, K., Spyropoulos, C.: An experimental comparison of naive Bayesian and keyword-based anti-spam filtering with personal e-mail messages. ACM Press, New York (2000b)"},{"key":"4_CR3","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"446","DOI":"10.1007\/11823940_34","volume-title":"Artificial Immune Systems","author":"G. Bezerra","year":"2006","unstructured":"Bezerra, G., Barra, T.: An Immunological Filter for Spam. In: Bersini, H., Carneiro, J. (eds.) ICARIS 2006. LNCS, vol.\u00a04163, pp. 446\u2013458. Springer, Heidelberg (2006)"},{"issue":"4","key":"4_CR4","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1109\/MC.2005.132","volume":"38","author":"P. Boykin","year":"2005","unstructured":"Boykin, P., Roychowdhury, V.: Leveraging social networks to fight spam. Computer\u00a038(4), 61\u201368 (2005)","journal-title":"Computer"},{"issue":"1","key":"4_CR5","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1111\/j.1600-065X.2007.00487.x","volume":"216","author":"J. Carneiro","year":"2007","unstructured":"Carneiro, J., Leon, K., Caramalho, \u00cd., van den Dool, C., Gardner, R., Oliveira, V., Bergman, M., Sep\u00falveda, N., Paix\u00e3o, T., Faro, J., et al.: When three is not a crowd: a Crossregulation Model of the dynamics and repertoire selection of regulatory CD4 T cells. Immunological Reviews\u00a0216(1), 48\u201368 (2007)","journal-title":"Immunological Reviews"},{"key":"4_CR6","doi-asserted-by":"crossref","unstructured":"Chirita, P., Diederich, J., Nejdl, W.: MailRank: using ranking for spam detection. In: Proceedings of the 14th ACM international conference on Information and knowledge management, pp. 373\u2013380 (2005)","DOI":"10.1145\/1099554.1099671"},{"key":"4_CR7","first-page":"627","volume-title":"ECAI 2006, 17th European Conference on Artificial Intelligence, PAIS 2006, Proceedings","author":"S.J. Delany","year":"2006","unstructured":"Delany, S.J., Cunningham, P., Smyth, B.: Ecue: A spam filter that uses machine leaming to track concept drift. In: Brewka, G., Coradeschi, S., Perini, A., Traverso, P. (eds.) ECAI 2006, 17th European Conference on Artificial Intelligence, PAIS 2006, Proceedings, pp. 627\u2013631. IOS Press, Amsterdam (2006a)"},{"issue":"4-5","key":"4_CR8","doi-asserted-by":"publisher","first-page":"187","DOI":"10.1016\/j.knosys.2004.10.002","volume":"18","author":"S.J. Delany","year":"2005","unstructured":"Delany, S.J., Cunningham, P., Tsymbal, A., Coyle, L.: A case-based technique for tracking concept drift in spam filtering. Knowledge-Based Systems\u00a018(4-5), 187\u2013195 (2005)","journal-title":"Knowledge-Based Systems"},{"issue":"3","key":"4_CR9","doi-asserted-by":"publisher","first-page":"722","DOI":"10.1016\/j.dss.2006.11.012","volume":"43","author":"F. Fdez-Riverola","year":"2007","unstructured":"Fdez-Riverola, F., Iglesias, E., D\u00edaz, F., M\u00e9ndez, J., Corchado, J.: SpamHunting: An instance-based reasoning system for spam labelling and filtering. Decision Support Systems\u00a043(3), 722\u2013736 (2007)","journal-title":"Decision Support Systems"},{"key":"4_CR10","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9780511546914","volume-title":"The Text Mining Handbook: advanced approaches in analyzing unstructured data","author":"R. Feldman","year":"2006","unstructured":"Feldman, R., Sanger, J.: The Text Mining Handbook: advanced approaches in analyzing unstructured data. Cambridge University Press, Cambridge (2006)"},{"key":"4_CR11","unstructured":"Hofmeyr, S.: An Interpretative Introduction to the Immune System. Design Principles for the Immune System and Other Distributed Autonomous Systems (2001)"},{"key":"4_CR12","volume-title":"Introduction to Bayesian Networks","author":"F. Jensen","year":"1996","unstructured":"Jensen, F., Jensen, F., Jensen, F.: Introduction to Bayesian Networks. Springer, New York (1996)"},{"key":"4_CR13","unstructured":"Kolcz, A., Alspector, J.: SVM-based filtering of e-mail spam with content-specific misclassification costs. In: Proceedings of the TextDM, pp. 1\u201314 (2001)"},{"key":"4_CR14","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. M\u00e9ndez","year":"2006","unstructured":"M\u00e9ndez, J., Fdez-Riverola, F., Iglesias, E., D\u00edaz, F., Corchado, J.: 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":"4_CR15","unstructured":"Metsis, V., Androutsopoulos, I., Paliouras, G.: Spam Filtering with Naive Bayes\u2013Which Naive Bayes? In: Third Conference on Email and Anti-Spam (CEAS), pp. 125\u2013134 (2006)"},{"key":"4_CR16","unstructured":"Meyer, T.A., Whateley, B.: SpamBayes: Effective open-source, Bayesian based, email classification system. In: Proceedings of the First Conference on Email and Anti-Spam (CEAS) (2004), \n                    \n                      http:\/\/ceas.cc\/papers-2004\/136.pdf"},{"key":"4_CR17","unstructured":"Oda, T.: A Spam-Detecting Artificial Immune System. Masters thesis, Carleton University (2005)"},{"key":"4_CR18","unstructured":"Sahami, M., Dumais, S., Heckerman, D., Horvitz, E.: A Bayesian approach to filtering junk e-mail. In: Learning for Text Categorization: Papers from the 1998 Workshop, pp. 55\u201362 (1998)"},{"key":"4_CR19","unstructured":"Tsymbal, A.: The problem of concept drift: definitions and related work. Informe t\u00e9cnico: TCD-CS-2004-15, Departament of Computer Science Trinity College, Dublin, 4(15) (2004)"},{"issue":"8","key":"4_CR20","first-page":"729","volume":"11","author":"X. Yue","year":"2007","unstructured":"Yue, X., Abraham, A., Chi, Z., Hao, Y., Mo, H.: Artificial immune system inspired behavior-based anti-spam filter. Soft Computing-A Fusion of Foundations, Methodologies and Applications\u00a011(8), 729\u2013740 (2007)","journal-title":"Soft Computing-A Fusion of Foundations, Methodologies and Applications"}],"container-title":["Lecture Notes in Computer Science","Artificial Immune Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-85072-4_4.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,4,27]],"date-time":"2021-04-27T11:39:43Z","timestamp":1619523583000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-540-85072-4_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[null]]},"ISBN":["9783540850717","9783540850724"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-85072-4_4","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[]}}