{"id":"https://openalex.org/W2101929856","doi":"https://doi.org/10.1109/hldvt.2011.6114166","title":"Introducing XCS to Coverage Directed test Generation","display_name":"Introducing XCS to Coverage Directed test Generation","publication_year":2011,"publication_date":"2011-11-01","ids":{"openalex":"https://openalex.org/W2101929856","doi":"https://doi.org/10.1109/hldvt.2011.6114166","mag":"2101929856"},"language":"en","primary_location":{"id":"doi:10.1109/hldvt.2011.6114166","doi":"https://doi.org/10.1109/hldvt.2011.6114166","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hldvt.2011.6114166","pdf_url":null,"source":{"id":"https://openalex.org/S4210185766","display_name":"Proceedings","issn_l":"1552-6674","issn":["1552-6674","2471-7827"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE International High Level Design Validation and Test Workshop","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5029320652","display_name":"Charalambos Ioannides","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Charalambos Ioannides","raw_affiliation_strings":["Industrial Doctorate Centre in Systems, University of Bristol, Bristol, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Industrial Doctorate Centre in Systems, University of Bristol, Bristol, UK","institution_ids":["https://openalex.org/I36234482"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Geoff Barrett","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210164907","display_name":"Broadcom (United Kingdom)","ror":"https://ror.org/05fner397","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210127325","https://openalex.org/I4210164907"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Geoff Barrett","raw_affiliation_strings":["Broadcom BBE, BU Broadcom Corporation Bristol, Bristol, UK","Broadcom BBE BU, Broadcom Corporation, Bristol, UK#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Broadcom BBE, BU Broadcom Corporation Bristol, Bristol, UK","institution_ids":["https://openalex.org/I4210164907"]},{"raw_affiliation_string":"Broadcom BBE BU, Broadcom Corporation, Bristol, UK#TAB#","institution_ids":["https://openalex.org/I4210164907"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033095054","display_name":"Kerstin Eder","orcid":"https://orcid.org/0000-0001-9746-1409","observed_orcids":["https://orcid.org/0000-0001-9746-1409","https://orcid.org/0000-0002-9174-0471"]},"institutions":[{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kerstin Eder","raw_affiliation_strings":["Department of Computer Science, University of Bristol, Bristol, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Bristol, Bristol, UK","institution_ids":["https://openalex.org/I36234482"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3927,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.52574479,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"57","last_page":"64"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9794999957084656,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9794999957084656,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.00989999994635582,"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/T11032","display_name":"VLSI and Analog Circuit Testing","score":0.004900000058114529,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/xcs","display_name":"XCS","score":0.859000027179718},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"genetic algorithm","score":0.6779999732971191},{"id":"https://openalex.org/keywords/simulation-based-verification","display_name":"simulation-based verification","score":0.7160000205039978},{"id":"https://openalex.org/keywords/digital-design-verification","display_name":"digital design verification","score":0.9129999876022339},{"id":"https://openalex.org/keywords/production-rules","display_name":"production rules","score":0.9210000038146973},{"id":"https://openalex.org/keywords/test-suite-construction","display_name":"test suite construction","score":0.6690000295639038}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7739267945289612},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6336312294006348},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5999470949172974},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5593603253364563},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.49765780568122864},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.43839138746261597},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4325237572193146},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.22295266389846802},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/hldvt.2011.6114166","doi":"https://doi.org/10.1109/hldvt.2011.6114166","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hldvt.2011.6114166","pdf_url":null,"source":{"id":"https://openalex.org/S4210185766","display_name":"Proceedings","issn_l":"1552-6674","issn":["1552-6674","2471-7827"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE International High Level Design Validation and Test Workshop","raw_type":"proceedings-article"},{"id":"pmh:oai:research-information.bris.ac.uk:openaire_cris_publications/78096964-669c-4d14-aee3-d03b945e3623","doi":null,"is_oa":false,"landing_page_url":"https://research-information.bris.ac.uk/en/publications/78096964-669c-4d14-aee3-d03b945e3623","pdf_url":null,"source":{"id":"https://openalex.org/S7407055359","display_name":"Explore Bristol Research","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ioannides, C, Barrett, G & Eder, K 2011, Introducing XCS to Coverage Directed test Generation. in Proceedings - IEEE International High-Level Design Validation and Test Workshop, HLDVT., 6114166, pp. 57-64. https://doi.org/10.1109/HLDVT.2011.6114166","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:research-information.bris.ac.uk:publications/78096964-669c-4d14-aee3-d03b945e3623","doi":null,"is_oa":false,"landing_page_url":"https://research-information.bris.ac.uk/en/publications/78096964-669c-4d14-aee3-d03b945e3623","pdf_url":null,"source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ioannides, C, Barrett, G & Eder, K 2011, Introducing XCS to Coverage Directed test Generation. in Proceedings - IEEE International High-Level Design Validation and Test Workshop, HLDVT., 6114166, pp. 57-64. https://doi.org/10.1109/HLDVT.2011.6114166","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W110238773","https://openalex.org/W1494506433","https://openalex.org/W1548227173","https://openalex.org/W1600068019","https://openalex.org/W1900731645","https://openalex.org/W1980238966","https://openalex.org/W1989101984","https://openalex.org/W2009718765","https://openalex.org/W2059844027","https://openalex.org/W2061247350","https://openalex.org/W2069736170","https://openalex.org/W2075599280","https://openalex.org/W2098165956","https://openalex.org/W2103258167","https://openalex.org/W2104382341","https://openalex.org/W2111157339","https://openalex.org/W2117787767","https://openalex.org/W2123382356","https://openalex.org/W2141680368","https://openalex.org/W2143605660","https://openalex.org/W2160103208","https://openalex.org/W2169234126","https://openalex.org/W2169937856","https://openalex.org/W2648790971","https://openalex.org/W3150462322"],"related_works":["https://openalex.org/W2075599280","https://openalex.org/W2170119347","https://openalex.org/W2751664076","https://openalex.org/W7112607897","https://openalex.org/W2124761386","https://openalex.org/W2274802666","https://openalex.org/W2127246304","https://openalex.org/W3184871606","https://openalex.org/W1550264965","https://openalex.org/W4234474371"],"abstract_inverted_index":{"Coverage":[0],"Directed":[1],"test":[2,66,75],"Generation":[3],"(CDG)":[4],"is":[5,93,130],"rife":[6],"with":[7],"challenges":[8],"and":[9,65,80,102,122],"problems,":[10],"despite":[11],"the":[12,20,28,31,44,59,70,83,86,111],"relative":[13],"successes":[14],"of":[15,30,46,85],"machine":[16,50],"learning":[17,51,58],"methodologies":[18],"over":[19],"years":[21],"in":[22,36,96,136],"automating":[23],"it.":[24],"This":[25],"paper":[26,104],"introduces":[27],"use":[29,45],"eXtended":[32],"Classifier":[33],"System":[34],"(XCS)":[35],"simulation-based":[37,140],"digital":[38],"design":[39,100],"verification.":[40],"It":[41],"argues":[42],"for":[43,99],"this":[47,103],"novel":[48],"genetics-based":[49],"technique":[52,115],"to":[53,109,120,132],"perform":[54],"effective":[55],"CDG":[56,125],"by":[57],"full":[60],"mapping":[61],"between":[62],"coverage":[63],"results":[64],"generator":[67],"directives.":[68],"Using":[69],"resulting":[71],"production":[72],"rules,":[73],"efficient":[74],"suites":[76],"can":[77,89],"be":[78,90,133],"constructed,":[79],"inference":[81],"on":[82],"validity":[84],"verification":[87,101,141],"environment":[88],"made.":[91],"There":[92],"great":[94],"potential":[95],"using":[97],"XCS":[98],"forms":[105],"an":[106],"initial":[107],"attempt":[108],"highlight":[110],"associated":[112],"advantages.":[113],"The":[114],"requires":[116],"no":[117],"domain":[118],"knowledge":[119],"setup":[121],"satisfies":[123],"important":[124],"requirements.":[126],"Once":[127],"matured,":[128],"it":[129],"expected":[131],"utilized":[134],"seamlessly":[135],"any":[137],"industrial":[138],"level":[139],"process.":[142]},"counts_by_year":[{"year":2021,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2026-11-06T12:05:46.655746","created_date":"2016-06-24T00:00:00"}