{"id":"https://openalex.org/W2773147348","doi":"https://doi.org/10.1109/ecai.2017.8166445","title":"Solving test suite reduction problem using greedy and genetic algorithms","display_name":"Solving test suite reduction problem using greedy and genetic algorithms","publication_year":2017,"publication_date":"2017-06-01","ids":{"openalex":"https://openalex.org/W2773147348","doi":"https://doi.org/10.1109/ecai.2017.8166445","mag":"2773147348"},"language":"en","primary_location":{"id":"doi:10.1109/ecai.2017.8166445","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecai.2017.8166445","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 9th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","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/A5027501093","display_name":"Ali Yamuc","orcid":null},"institutions":[{"id":"https://openalex.org/I4210141511","display_name":"TUBITAK BILGEM","ror":"https://ror.org/057kvja37","country_code":"TR","type":"government","lineage":["https://openalex.org/I4210141511"]},{"id":"https://openalex.org/I4210112681","display_name":"Software Research and Development Consulting","ror":"https://ror.org/01vbm2c42","country_code":"TR","type":"company","lineage":["https://openalex.org/I4210112681"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Ali Yamu\u00e7","raw_affiliation_strings":["Software Technologies Research Institute T&#x00DC;B&#x0130;TAK B&#x0130;LGEM Ankara, Turkey","T\u00dcB\u0130AK B\u0130LGEM, Software Technologies Research Institute, Ankara, Turkey"],"affiliations":[{"raw_affiliation_string":"Software Technologies Research Institute T&#x00DC;B&#x0130;TAK B&#x0130;LGEM Ankara, Turkey","institution_ids":["https://openalex.org/I4210112681"]},{"raw_affiliation_string":"T\u00dcB\u0130AK B\u0130LGEM, Software Technologies Research Institute, Ankara, Turkey","institution_ids":["https://openalex.org/I4210141511"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035629555","display_name":"Mustafa \u00d6zg\u00fcr Cingiz","orcid":"https://orcid.org/0000-0003-4469-1440"},"institutions":[{"id":"https://openalex.org/I4101805","display_name":"Y\u0131ld\u0131z Technical University","ror":"https://ror.org/0547yzj13","country_code":"TR","type":"education","lineage":["https://openalex.org/I4101805"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"M. \u00d6zg\u00fcr Cingiz","raw_affiliation_strings":["Computer Engineering Department Yildiz Technical University Istanbul, Turkey","Yildiz Teknik Universitesi, Istanbul, TR"],"affiliations":[{"raw_affiliation_string":"Computer Engineering Department Yildiz Technical University Istanbul, Turkey","institution_ids":["https://openalex.org/I4101805"]},{"raw_affiliation_string":"Yildiz Teknik Universitesi, Istanbul, TR","institution_ids":["https://openalex.org/I4101805"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034856736","display_name":"G\u00f6ksel Biricik","orcid":"https://orcid.org/0000-0002-4768-7431"},"institutions":[{"id":"https://openalex.org/I4101805","display_name":"Y\u0131ld\u0131z Technical University","ror":"https://ror.org/0547yzj13","country_code":"TR","type":"education","lineage":["https://openalex.org/I4101805"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"G\u00f6ksel Biricik","raw_affiliation_strings":["Computer Engineering Department Yildiz Technical University Istanbul, Turkey","Computer Engineering Department, Yildiz Technical University, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Computer Engineering Department Yildiz Technical University Istanbul, Turkey","institution_ids":["https://openalex.org/I4101805"]},{"raw_affiliation_string":"Computer Engineering Department, Yildiz Technical University, Istanbul, Turkey","institution_ids":["https://openalex.org/I4101805"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017296559","display_name":"Oya Kal\u0131ps\u0131z","orcid":"https://orcid.org/0000-0001-9553-669X"},"institutions":[{"id":"https://openalex.org/I4101805","display_name":"Y\u0131ld\u0131z Technical University","ror":"https://ror.org/0547yzj13","country_code":"TR","type":"education","lineage":["https://openalex.org/I4101805"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Oya Kal\u0131ps\u0131z","raw_affiliation_strings":["Computer Engineering Department Yildiz Technical University Istanbul, Turkey","Computer Engineering Department, Yildiz Technical University, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Computer Engineering Department Yildiz Technical University Istanbul, Turkey","institution_ids":["https://openalex.org/I4101805"]},{"raw_affiliation_string":"Computer Engineering Department, Yildiz Technical University, Istanbul, Turkey","institution_ids":["https://openalex.org/I4101805"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5027501093"],"corresponding_institution_ids":["https://openalex.org/I4210112681","https://openalex.org/I4210141511"],"apc_list":null,"apc_paid":null,"fwci":1.3568,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.83542189,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"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":0.9995999932289124,"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/T10260","display_name":"Software Engineering Research","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/greedy-algorithm","display_name":"Greedy algorithm","score":0.7570586204528809},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7014638781547546},{"id":"https://openalex.org/keywords/test-suite","display_name":"Test suite","score":0.6667604446411133},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.6380612850189209},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5752569437026978},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.5706505179405212},{"id":"https://openalex.org/keywords/regression-testing","display_name":"Regression testing","score":0.5515484809875488},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.49210089445114136},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4343760013580322},{"id":"https://openalex.org/keywords/test-case","display_name":"Test case","score":0.41829168796539307},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.3143542408943176},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.30330079793930054},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.2654436528682709},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18134218454360962},{"id":"https://openalex.org/keywords/software-system","display_name":"Software system","score":0.16864800453186035}],"concepts":[{"id":"https://openalex.org/C51823790","wikidata":"https://www.wikidata.org/wiki/Q504353","display_name":"Greedy algorithm","level":2,"score":0.7570586204528809},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7014638781547546},{"id":"https://openalex.org/C151552104","wikidata":"https://www.wikidata.org/wiki/Q7705809","display_name":"Test suite","level":4,"score":0.6667604446411133},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.6380612850189209},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5752569437026978},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.5706505179405212},{"id":"https://openalex.org/C161821725","wikidata":"https://www.wikidata.org/wiki/Q917415","display_name":"Regression testing","level":5,"score":0.5515484809875488},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.49210089445114136},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4343760013580322},{"id":"https://openalex.org/C128942645","wikidata":"https://www.wikidata.org/wiki/Q1568346","display_name":"Test case","level":3,"score":0.41829168796539307},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.3143542408943176},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.30330079793930054},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.2654436528682709},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18134218454360962},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.16864800453186035},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"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:10.1109/ecai.2017.8166445","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecai.2017.8166445","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 9th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1913528457","https://openalex.org/W1978546859","https://openalex.org/W1978910953","https://openalex.org/W2020538887","https://openalex.org/W2025003613","https://openalex.org/W2065776820","https://openalex.org/W2104942599","https://openalex.org/W2110262620","https://openalex.org/W2118542736","https://openalex.org/W2135520743","https://openalex.org/W2137370864","https://openalex.org/W2140077136","https://openalex.org/W2149993502","https://openalex.org/W2155235694","https://openalex.org/W2156652186","https://openalex.org/W4233472836","https://openalex.org/W4234018049","https://openalex.org/W4253940884","https://openalex.org/W6683004226"],"related_works":["https://openalex.org/W2179621094","https://openalex.org/W1978406750","https://openalex.org/W2018145554","https://openalex.org/W2054959879","https://openalex.org/W3134448717","https://openalex.org/W2243231242","https://openalex.org/W2028796071","https://openalex.org/W2052414005","https://openalex.org/W2187337904","https://openalex.org/W4283219771"],"abstract_inverted_index":{"Regression":[0],"testing":[1,27],"is":[2,12,31],"an":[3,32],"important":[4],"process":[5],"for":[6,19],"software":[7],"quality.":[8],"Test":[9],"case":[10],"reduction":[11,55],"one":[13],"of":[14,45],"the":[15,26,114],"widely":[16],"used":[17,95],"techniques":[18],"regression":[20],"testing,":[21],"which":[22],"can":[23],"dramatically":[24],"decrease":[25],"costs.":[28],"However,":[29],"it":[30,82],"NP-complete":[33],"problem":[34],"and":[35,60,87,108],"big":[36],"test":[37,53],"cases":[38],"cannot":[39],"be":[40],"accomplished":[41],"in":[42,70],"reasonable":[43],"amount":[44],"time.":[46],"For":[47],"this":[48],"reason,":[49],"we":[50,78,94],"propose":[51],"a":[52,67],"suite":[54],"approach":[56],"by":[57],"using":[58],"greedy":[59,64,115],"genetic":[61,96],"algorithms.":[62],"The":[63],"algorithm":[65,97],"found":[66],"wide":[68],"usage":[69],"previous":[71],"studies":[72],"thanks":[73],"to":[74,84,98],"its":[75,100],"simplicity,":[76],"but":[77],"already":[79],"know":[80],"that":[81,106],"sticks":[83],"local":[85],"optima":[86],"does":[88],"not":[89],"benefit":[90],"from":[91],"metaheuristics.":[92],"Thus,":[93],"overcome":[99],"weaknesses.":[101],"Our":[102],"experimental":[103],"results":[104],"prove":[105],"metaheuristics":[107],"evolutionary":[109],"algorithms":[110],"perform":[111],"better":[112],"than":[113],"approaches.":[116]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
