{"id":"https://openalex.org/W2055639728","doi":"https://doi.org/10.1016/j.swevo.2014.10.003","title":"Adapting ant colony optimization to generate test data for software structural testing","display_name":"Adapting ant colony optimization to generate test data for software structural testing","publication_year":2014,"publication_date":"2014-10-28","ids":{"openalex":"https://openalex.org/W2055639728","doi":"https://doi.org/10.1016/j.swevo.2014.10.003","mag":"2055639728"},"language":"en","primary_location":{"id":"doi:10.1016/j.swevo.2014.10.003","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.swevo.2014.10.003","pdf_url":null,"source":{"id":"https://openalex.org/S2764346689","display_name":"Swarm and Evolutionary Computation","issn_l":"2210-6502","issn":["2210-6502","2210-6510"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Swarm and Evolutionary Computation","raw_type":"journal-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/A5005231122","display_name":"Chengying Mao","orcid":"https://orcid.org/0000-0001-8178-1205"},"institutions":[{"id":"https://openalex.org/I59649739","display_name":"Jiangxi University of Finance and Economics","ror":"https://ror.org/03efmyj29","country_code":"CN","type":"education","lineage":["https://openalex.org/I59649739"]},{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chengying Mao","raw_affiliation_strings":["School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang 330013, China","The State Key Laboratory of Software Engineering, Wuhan University, Wuhan 430072, China"],"affiliations":[{"raw_affiliation_string":"School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang 330013, China","institution_ids":["https://openalex.org/I59649739"]},{"raw_affiliation_string":"The State Key Laboratory of Software Engineering, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023143936","display_name":"Lichuan Xiao","orcid":null},"institutions":[{"id":"https://openalex.org/I59649739","display_name":"Jiangxi University of Finance and Economics","ror":"https://ror.org/03efmyj29","country_code":"CN","type":"education","lineage":["https://openalex.org/I59649739"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lichuan Xiao","raw_affiliation_strings":["School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang 330013, China","School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang 330013, China#TAB#"],"affiliations":[{"raw_affiliation_string":"School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang 330013, China","institution_ids":["https://openalex.org/I59649739"]},{"raw_affiliation_string":"School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang 330013, China#TAB#","institution_ids":["https://openalex.org/I59649739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067968156","display_name":"Xinxin Yu","orcid":"https://orcid.org/0000-0002-0676-308X"},"institutions":[{"id":"https://openalex.org/I59649739","display_name":"Jiangxi University of Finance and Economics","ror":"https://ror.org/03efmyj29","country_code":"CN","type":"education","lineage":["https://openalex.org/I59649739"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinxin Yu","raw_affiliation_strings":["School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang 330013, China","School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang 330013, China#TAB#"],"affiliations":[{"raw_affiliation_string":"School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang 330013, China","institution_ids":["https://openalex.org/I59649739"]},{"raw_affiliation_string":"School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang 330013, China#TAB#","institution_ids":["https://openalex.org/I59649739"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063671391","display_name":"Jinfu Chen","orcid":"https://orcid.org/0000-0002-3124-5452"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinfu Chen","raw_affiliation_strings":["School of Computer Science and Telecommunication Engineering, Jiangsu University, Zhenjiang 212013, Jiangsu, China","School of Computer Science and Telecommunication Engineering, Jiangsu University, Zhenjiang, 212013 Jiangsu, China#TAB#"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Telecommunication Engineering, Jiangsu University, Zhenjiang 212013, Jiangsu, China","institution_ids":["https://openalex.org/I115592961"]},{"raw_affiliation_string":"School of Computer Science and Telecommunication Engineering, Jiangsu University, Zhenjiang, 212013 Jiangsu, China#TAB#","institution_ids":["https://openalex.org/I115592961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5005231122"],"corresponding_institution_ids":["https://openalex.org/I37461747","https://openalex.org/I59649739"],"apc_list":{"value":3700,"currency":"USD","value_usd":3700},"apc_paid":null,"fwci":8.1247,"has_fulltext":false,"cited_by_count":68,"citation_normalized_percentile":{"value":0.97551089,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"20","issue":null,"first_page":"23","last_page":"36"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":1.0,"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":1.0,"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9991000294685364,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/computer-science","display_name":"Computer science","score":0.8615484237670898},{"id":"https://openalex.org/keywords/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.6389879584312439},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.5021014213562012},{"id":"https://openalex.org/keywords/test-suite","display_name":"Test suite","score":0.4907735288143158},{"id":"https://openalex.org/keywords/fitness-function","display_name":"Fitness function","score":0.48679372668266296},{"id":"https://openalex.org/keywords/simulated-annealing","display_name":"Simulated annealing","score":0.48676276206970215},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4625847041606903},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.45816805958747864},{"id":"https://openalex.org/keywords/test-data","display_name":"Test data","score":0.44760674238204956},{"id":"https://openalex.org/keywords/code-coverage","display_name":"Code coverage","score":0.44634106755256653},{"id":"https://openalex.org/keywords/test-case","display_name":"Test case","score":0.4447910785675049},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4322665333747864},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3538037836551666},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.3402736783027649},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3268855810165405},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.268340528011322},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.24366247653961182}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8615484237670898},{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.6389879584312439},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.5021014213562012},{"id":"https://openalex.org/C151552104","wikidata":"https://www.wikidata.org/wiki/Q7705809","display_name":"Test suite","level":4,"score":0.4907735288143158},{"id":"https://openalex.org/C176066374","wikidata":"https://www.wikidata.org/wiki/Q629118","display_name":"Fitness function","level":3,"score":0.48679372668266296},{"id":"https://openalex.org/C126980161","wikidata":"https://www.wikidata.org/wiki/Q863783","display_name":"Simulated annealing","level":2,"score":0.48676276206970215},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4625847041606903},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.45816805958747864},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.44760674238204956},{"id":"https://openalex.org/C53942775","wikidata":"https://www.wikidata.org/wiki/Q1211721","display_name":"Code coverage","level":3,"score":0.44634106755256653},{"id":"https://openalex.org/C128942645","wikidata":"https://www.wikidata.org/wiki/Q1568346","display_name":"Test case","level":3,"score":0.4447910785675049},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4322665333747864},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3538037836551666},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.3402736783027649},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3268855810165405},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.268340528011322},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.24366247653961182},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.swevo.2014.10.003","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.swevo.2014.10.003","pdf_url":null,"source":{"id":"https://openalex.org/S2764346689","display_name":"Swarm and Evolutionary Computation","issn_l":"2210-6502","issn":["2210-6502","2210-6510"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Swarm and Evolutionary Computation","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5199999809265137,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G2446281901","display_name":null,"funder_award_id":"61262010","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7138338358","display_name":null,"funder_award_id":"61462030","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7547404250","display_name":null,"funder_award_id":"61202110","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W144905697","https://openalex.org/W163074494","https://openalex.org/W177200040","https://openalex.org/W1486172410","https://openalex.org/W1491990044","https://openalex.org/W1530490667","https://openalex.org/W1549082449","https://openalex.org/W1551692064","https://openalex.org/W1573676079","https://openalex.org/W1917732730","https://openalex.org/W1925475221","https://openalex.org/W1953313694","https://openalex.org/W1973414967","https://openalex.org/W1974044155","https://openalex.org/W1975009952","https://openalex.org/W1982568211","https://openalex.org/W1986749780","https://openalex.org/W1993760289","https://openalex.org/W1997964240","https://openalex.org/W2004592760","https://openalex.org/W2004758360","https://openalex.org/W2021765132","https://openalex.org/W2026701697","https://openalex.org/W2034899622","https://openalex.org/W2036442027","https://openalex.org/W2059881321","https://openalex.org/W2099342015","https://openalex.org/W2101629181","https://openalex.org/W2102495716","https://openalex.org/W2104525970","https://openalex.org/W2106021031","https://openalex.org/W2107729695","https://openalex.org/W2107941094","https://openalex.org/W2109596254","https://openalex.org/W2110337982","https://openalex.org/W2111517421","https://openalex.org/W2114869486","https://openalex.org/W2115480979","https://openalex.org/W2121823022","https://openalex.org/W2124823351","https://openalex.org/W2132844468","https://openalex.org/W2142978187","https://openalex.org/W2147614994","https://openalex.org/W2149616432","https://openalex.org/W2151584853","https://openalex.org/W2151635819","https://openalex.org/W2154929945","https://openalex.org/W2157470592","https://openalex.org/W2165613966","https://openalex.org/W2168000443","https://openalex.org/W2390819961","https://openalex.org/W3105524585","https://openalex.org/W4230583632","https://openalex.org/W6600291067","https://openalex.org/W6601032010"],"related_works":["https://openalex.org/W4295918990","https://openalex.org/W4313447549","https://openalex.org/W2067499928","https://openalex.org/W1888619389","https://openalex.org/W2028796071","https://openalex.org/W2991649730","https://openalex.org/W1968494916","https://openalex.org/W2794522096","https://openalex.org/W3022870375","https://openalex.org/W2052414005"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":12},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
