{"id":"https://openalex.org/W2164975919","doi":"https://doi.org/10.1145/1830483.1830678","title":"On the problems of using learning classifier systems for fraud detection","display_name":"On the problems of using learning classifier systems for fraud detection","publication_year":2010,"publication_date":"2010-07-07","ids":{"openalex":"https://openalex.org/W2164975919","doi":"https://doi.org/10.1145/1830483.1830678","mag":"2164975919"},"language":"en","primary_location":{"id":"doi:10.1145/1830483.1830678","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1830483.1830678","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th annual conference on Genetic and evolutionary computation","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061581783","display_name":"Mohammad Behdad","orcid":null},"institutions":[{"id":"https://openalex.org/I177877127","display_name":"University of Western Australia","ror":"https://ror.org/047272k79","country_code":"AU","type":"education","lineage":["https://openalex.org/I177877127"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Mohammad Behdad","raw_affiliation_strings":["The University of Western Australia, Perth, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Western Australia, Perth, Australia","institution_ids":["https://openalex.org/I177877127"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030763134","display_name":"Tim French","orcid":"https://orcid.org/0000-0002-0748-8040"},"institutions":[{"id":"https://openalex.org/I177877127","display_name":"University of Western Australia","ror":"https://ror.org/047272k79","country_code":"AU","type":"education","lineage":["https://openalex.org/I177877127"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tim French","raw_affiliation_strings":["The University of Western Australia, Perth, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Western Australia, Perth, Australia","institution_ids":["https://openalex.org/I177877127"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035828142","display_name":"Luigi Barone","orcid":null},"institutions":[{"id":"https://openalex.org/I177877127","display_name":"University of Western Australia","ror":"https://ror.org/047272k79","country_code":"AU","type":"education","lineage":["https://openalex.org/I177877127"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Luigi Barone","raw_affiliation_strings":["The University of Western Australia, Perth, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Western Australia, Perth, Australia","institution_ids":["https://openalex.org/I177877127"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009750573","display_name":"Mohammed Bennamoun","orcid":"https://orcid.org/0000-0002-6603-3257"},"institutions":[{"id":"https://openalex.org/I177877127","display_name":"University of Western Australia","ror":"https://ror.org/047272k79","country_code":"AU","type":"education","lineage":["https://openalex.org/I177877127"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mohammed Bennamoun","raw_affiliation_strings":["The University of Western Australia, Perth, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Western Australia, Perth, Australia","institution_ids":["https://openalex.org/I177877127"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5061581783"],"corresponding_institution_ids":["https://openalex.org/I177877127"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15491412,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1067","last_page":"1068"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9786999821662903,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12391","display_name":"Artificial Immune Systems Applications","score":0.9362999796867371,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7486127614974976},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.7413149476051331},{"id":"https://openalex.org/keywords/controllability","display_name":"Controllability","score":0.7369835376739502},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5861330628395081},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5147235989570618},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12885472178459167}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7486127614974976},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.7413149476051331},{"id":"https://openalex.org/C48209547","wikidata":"https://www.wikidata.org/wiki/Q1331104","display_name":"Controllability","level":2,"score":0.7369835376739502},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5861330628395081},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5147235989570618},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12885472178459167},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/1830483.1830678","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1830483.1830678","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th annual conference on Genetic and evolutionary computation","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:publications/1bf21c4f-359b-4b53-b56c-d001ff7749b9","is_oa":false,"landing_page_url":"https://research-repository.uwa.edu.au/en/publications/1bf21c4f-359b-4b53-b56c-d001ff7749b9","pdf_url":null,"source":{"id":"https://openalex.org/S4306402523","display_name":"UWA Profiles and Research Repository (University of Western Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177877127","host_organization_name":"The University of Western Australia","host_organization_lineage":["https://openalex.org/I177877127"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Behdad, M, French, T, Barone, L & Bennamoun, M 2010, On the Problems of Using Learning Classifier Systems for Fraud Detection. in J Branke (ed.), Genetic and Evolutionary Computation Conference 2010 Proceedings. Portland USA edn, vol. 1, Association for Computing Machinery (ACM), New York USA, pp. 1067-1068, On the Problems of Using Learning Classifier Systems for Fraud Detection, 1/01/10.","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.8100000023841858}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W1564226734","https://openalex.org/W1578137450","https://openalex.org/W1580341033","https://openalex.org/W1588517095","https://openalex.org/W2008088085","https://openalex.org/W2106136950","https://openalex.org/W2125321720","https://openalex.org/W6635209484"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Fraud":[0],"detection":[1,19,103],"problems":[2],"have":[3],"some":[4],"uniquely":[5],"challenging":[6],"properties":[7,25],"which":[8,56],"make":[9],"them":[10],"difficult.":[11],"In":[12],"this":[13],"paper,":[14],"we":[15,42],"investigate":[16],"the":[17,23,67,97,101,113],"fraud":[18,28,102],"problem":[20,50,79,104],"by":[21],"describing":[22],"common":[24],"of":[26,54,69,75,96,112],"electronic":[27],"and":[29,65,80,105],"examining":[30],"how":[31],"learning":[32],"classifier":[33],"systems":[34],"(LCSs)":[35],"can":[36,57,93,106],"be":[37,58],"applied":[38],"to":[39,60,100],"it.":[40],"Also,":[41],"introduce":[43],"\"random":[44],"Boolean":[45],"function\"":[46],"(RBF);":[47],"an":[48],"abstract":[49],"with":[51],"high":[52],"level":[53],"controllability":[55],"tuned":[59],"exhibit":[61],"those":[62],"characteristics":[63],"individually,":[64],"report":[66],"results":[68],"using":[70],"XCSR":[71,92],"(a":[72],"continuous":[73],"variant":[74],"LCS)":[76],"on":[77,82],"RBF":[78],"also":[81],"a":[83],"real-world":[84,114],"problem.":[85,115],"Results":[86],"from":[87],"our":[88],"experiments":[89],"demonstrate":[90],"that":[91],"overcome":[94],"most":[95],"difficulties":[98],"inherent":[99],"achieve":[107],"good":[108],"performance":[109],"in":[110],"case":[111]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}