{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T20:29:38Z","timestamp":1761596978587},"reference-count":13,"publisher":"World Scientific Pub Co Pte Lt","issue":"01","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Comp. Intel. Appl."],"published-print":{"date-parts":[[2006,3]]},"abstract":"<jats:p> The present paper describes a new approach of classification using genetic programming. The proposed technique consists of genetically co-evolve a population of nonlinear transformations on the input data to be classified, and map them to a new space with reduced dimension in order to get a maximum inter-classes discrimination. It is much easier to classify the new samples from the transformed data. Contrary to the existing GP-classification techniques, the proposed one uses a dynamic repartition of the transformed data in separated intervals, the efficiency of a given intervals repartition is handled by the fitness criterion, with a maximum classes discrimination. Experiments were performed using the Fisher's Iris dataset. After that, the KDD'99 Cup dataset was used to study the intrusion detection and classification problem. The results demonstrate that the proposed genetic approach outperforms the existing GP-classification methods, and provides improved results compared to other existing techniques. <\/jats:p>","DOI":"10.1142\/s1469026806001812","type":"journal-article","created":{"date-parts":[[2006,8,15]],"date-time":"2006-08-15T12:05:09Z","timestamp":1155643509000},"page":"77-99","source":"Crossref","is-referenced-by-count":19,"title":["GENETIC PROGRAMMING APPROACH FOR MULTI-CATEGORY PATTERN CLASSIFICATION APPLIED TO NETWORK INTRUSIONS DETECTION"],"prefix":"10.1142","volume":"06","author":[{"given":"K. M.","family":"FARAOUN","sequence":"first","affiliation":[{"name":"Evolutionary Engineering and Distributed Information Systems Laboratory, EEDIS, Djillali Liab\u00e8s University, Sidi Bel Abb\u00e8s, Algeria"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"A.","family":"BOUKELIF","sequence":"additional","affiliation":[{"name":"Communication Networks, Architectures and Multimedia Laboratory, D\u00e9partment d'\u00e9lectronique, Djillali Liab\u00e8s University, University of S.B.A., Algeria"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2011,11,20]]},"reference":[{"key":"rf1","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2004.841683"},{"key":"rf3","doi-asserted-by":"publisher","DOI":"10.1109\/4235.873235"},{"key":"rf4","doi-asserted-by":"publisher","DOI":"10.1145\/846183.846200"},{"key":"rf5","doi-asserted-by":"publisher","DOI":"10.1145\/846183.846201"},{"key":"rf6","doi-asserted-by":"publisher","DOI":"10.1145\/846183.846202"},{"key":"rf7","volume-title":"Applications of Data Mining in Computer Security","author":"Eskin E.","year":"2002"},{"key":"rf9","volume-title":"Genetic Programming II: Automatic Discovery of Reusable Programs","author":"Koza J. R.","year":"1994"},{"key":"rf13","doi-asserted-by":"publisher","DOI":"10.1016\/S0957-4174(02)00025-8"},{"key":"rf15","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2004.825567"},{"key":"rf19","doi-asserted-by":"publisher","DOI":"10.1111\/j.1469-1809.1936.tb02137.x"},{"key":"rf21","author":"Elkan C.","journal-title":"SIGKDD Explorations, ACM SIGKDD"},{"key":"rf22","doi-asserted-by":"publisher","DOI":"10.1145\/382912.382914"},{"key":"rf25","doi-asserted-by":"publisher","DOI":"10.1109\/34.824819"}],"container-title":["International Journal of Computational Intelligence and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S1469026806001812","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,7]],"date-time":"2019-08-07T00:17:29Z","timestamp":1565137049000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S1469026806001812"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2006,3]]},"references-count":13,"journal-issue":{"issue":"01","published-online":{"date-parts":[[2011,11,20]]},"published-print":{"date-parts":[[2006,3]]}},"alternative-id":["10.1142\/S1469026806001812"],"URL":"https:\/\/doi.org\/10.1142\/s1469026806001812","relation":{},"ISSN":["1469-0268","1757-5885"],"issn-type":[{"value":"1469-0268","type":"print"},{"value":"1757-5885","type":"electronic"}],"subject":[],"published":{"date-parts":[[2006,3]]}}}