{"id":"https://openalex.org/W2065418956","doi":"https://doi.org/10.1145/2372251.2372289","title":"Recommender systems for manual testing","display_name":"Recommender systems for manual testing","publication_year":2012,"publication_date":"2012-09-19","ids":{"openalex":"https://openalex.org/W2065418956","doi":"https://doi.org/10.1145/2372251.2372289","mag":"2065418956"},"language":"en","primary_location":{"id":"doi:10.1145/2372251.2372289","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2372251.2372289","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM-IEEE international symposium on Empirical software engineering and measurement","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://americanae.aecid.es/americanae/es/registros/registro.do?tipoRegistro=MTD&idBib=2269926","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064360478","display_name":"Breno Miranda","orcid":"https://orcid.org/0000-0001-9608-9393"},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Breno Miranda","raw_affiliation_strings":["Universidade Federal de Pernambuco, Recife-PE, Brazil","Universidade Federal de Pernambuco, recife - PE, Brazil#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade Federal de Pernambuco, Recife-PE, Brazil","institution_ids":["https://openalex.org/I25112270"]},{"raw_affiliation_string":"Universidade Federal de Pernambuco, recife - PE, Brazil#TAB#","institution_ids":["https://openalex.org/I25112270"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105714030","display_name":"Eduardo Aranha","orcid":null},"institutions":[{"id":"https://openalex.org/I35046152","display_name":"Universidade Federal do Rio Grande do Norte","ror":"https://ror.org/04wn09761","country_code":"BR","type":"education","lineage":["https://openalex.org/I35046152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Eduardo Henrique da Silva Aranha","raw_affiliation_strings":["Universidade Federal do Rio Grande do Norte, Natal-RN, Brazil","Universidade Federal do Rio Grande do Norte, Natal, RN, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade Federal do Rio Grande do Norte, Natal-RN, Brazil","institution_ids":["https://openalex.org/I35046152"]},{"raw_affiliation_string":"Universidade Federal do Rio Grande do Norte, Natal, RN, Brazil","institution_ids":["https://openalex.org/I35046152"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042005232","display_name":"Juliano Iyoda","orcid":"https://orcid.org/0000-0001-7137-8287"},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Juliano Manabu Iyoda","raw_affiliation_strings":["Universidade Federal de Pernambuco, Recife-PE, Brazil","Universidade Federal de Pernambuco, recife - PE, Brazil#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade Federal de Pernambuco, Recife-PE, Brazil","institution_ids":["https://openalex.org/I25112270"]},{"raw_affiliation_string":"Universidade Federal de Pernambuco, recife - PE, Brazil#TAB#","institution_ids":["https://openalex.org/I25112270"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4367,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.53189401,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"201","last_page":"210"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9994999766349792,"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"}},{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9990000128746033,"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":0.7693272233009338},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.7120810747146606},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.677666962146759},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4747001528739929},{"id":"https://openalex.org/keywords/test-case","display_name":"Test case","score":0.4251548647880554},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3810904622077942},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.31867334246635437},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1244783103466034}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7693272233009338},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.7120810747146606},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.677666962146759},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4747001528739929},{"id":"https://openalex.org/C128942645","wikidata":"https://www.wikidata.org/wiki/Q1568346","display_name":"Test case","level":3,"score":0.4251548647880554},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3810904622077942},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.31867334246635437},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1244783103466034},{"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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/2372251.2372289","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2372251.2372289","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM-IEEE international symposium on Empirical software engineering and measurement","raw_type":"proceedings-article"},{"id":"pmh:oai:americanae.aecid.es:2269926","is_oa":true,"landing_page_url":"http://americanae.aecid.es/americanae/es/registros/registro.do?tipoRegistro=MTD&idBib=2269926","pdf_url":null,"source":{"id":"https://openalex.org/S4306400786","display_name":"Americanae (AECID Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"reponame:Reposit\u00f3rio Institucional da UFPE","raw_type":"info:eu-repo/semantics/masterThesis"},{"id":"pmh:oai:repositorio.ufpe.br:123456789/2654","is_oa":true,"landing_page_url":"https://repositorio.ufpe.br/handle/123456789/2654","pdf_url":null,"source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"instacron:UFPE","raw_type":"info:eu-repo/semantics/masterThesis"}],"best_oa_location":{"id":"pmh:oai:americanae.aecid.es:2269926","is_oa":true,"landing_page_url":"http://americanae.aecid.es/americanae/es/registros/registro.do?tipoRegistro=MTD&idBib=2269926","pdf_url":null,"source":{"id":"https://openalex.org/S4306400786","display_name":"Americanae (AECID Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"reponame:Reposit\u00f3rio Institucional da UFPE","raw_type":"info:eu-repo/semantics/masterThesis"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.5799999833106995}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"},{"id":"https://openalex.org/F4320323352","display_name":"Funda\u00e7\u00e3o de Apoio \u00e0 Pesquisa do Rio Grande do Norte","ror":"https://ror.org/05c2t0m16"},{"id":"https://openalex.org/F4320323678","display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Ci\u00eancia e Tecnologia do Estado de Pernambuco","ror":"https://ror.org/02te5rf52"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W62504723","https://openalex.org/W125393175","https://openalex.org/W640789862","https://openalex.org/W1496514956","https://openalex.org/W1511267087","https://openalex.org/W1521692524","https://openalex.org/W1532325895","https://openalex.org/W1549853718","https://openalex.org/W1583096133","https://openalex.org/W1597703625","https://openalex.org/W1657355540","https://openalex.org/W1971040550","https://openalex.org/W1985930873","https://openalex.org/W1988937492","https://openalex.org/W1990845847","https://openalex.org/W1991853476","https://openalex.org/W2006275655","https://openalex.org/W2009569427","https://openalex.org/W2018871545","https://openalex.org/W2023730632","https://openalex.org/W2025330160","https://openalex.org/W2027564548","https://openalex.org/W2054520963","https://openalex.org/W2079317829","https://openalex.org/W2083973186","https://openalex.org/W2084213692","https://openalex.org/W2090094826","https://openalex.org/W2099332975","https://openalex.org/W2100505193","https://openalex.org/W2108630796","https://openalex.org/W2110900328","https://openalex.org/W2115224143","https://openalex.org/W2124666592","https://openalex.org/W2134876531","https://openalex.org/W2147018965","https://openalex.org/W2148606310","https://openalex.org/W2166667085","https://openalex.org/W2276797782","https://openalex.org/W2295558275","https://openalex.org/W2338603254","https://openalex.org/W2340255158","https://openalex.org/W2789478670","https://openalex.org/W3010856131","https://openalex.org/W3141723204","https://openalex.org/W3148527572","https://openalex.org/W3158497763","https://openalex.org/W4205241946","https://openalex.org/W4229772528","https://openalex.org/W4235500030","https://openalex.org/W7043454694"],"related_works":["https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266","https://openalex.org/W4317039510","https://openalex.org/W4238861846","https://openalex.org/W4379165197"],"abstract_inverted_index":{"BACKGROUND:":[0],"Software":[1],"testing":[2,15],"can":[3,82,200,245],"be":[4,83],"an":[5],"arduous":[6],"and":[7,62,71,136,168,251],"expensive":[8],"activity.":[9],"A":[10],"typical":[11],"activity":[12],"to":[13,18,23,122,127,165,205,233],"maximise":[14],"productivity":[16],"is":[17,35],"allocate":[19],"test":[20,33,43,51,68,105,113,140,198,214,240],"cases":[21,34,52,141],"according":[22],"the":[24,29,128,142,151,158,161,166,184,207,213,219],"testers'":[25],"profile.":[26],"However,":[27],"optimising":[28],"allocation":[30,70,94,125,130,177,203,216],"of":[31,50,133,139,157,174,190,209],"manual":[32],"not":[36,145],"a":[37,99,116,237],"trivial":[38],"task:":[39],"in":[40,91,120,131,195,212,223],"big":[41],"companies,":[42],"managers":[44,199,229],"are":[45],"responsible":[46],"for":[47,67,183],"allocating":[48],"hundreds":[49],"among":[53],"several":[54],"testers.":[55],"OBJECTIVE:":[56],"In":[57,148,218],"this":[58],"paper":[59],"we":[60],"propose":[61],"evaluate":[63],"2":[64],"assignment":[65,80],"algorithms":[66,244],"case":[69,215,241],"3":[72,86],"tester":[73,87],"profiles":[74],"based":[75],"on":[76,239],"recommender":[77],"systems.":[78,95],"Each":[79],"algorithm":[81,143],"combined":[84],"with":[85,109,163],"profiles,":[88],"which":[89,224],"results":[90,189],"six":[92,176],"possible":[93],"METHOD:":[96],"We":[97],"run":[98],"controlled":[100],"experiment":[101,192],"that":[102,155],"uses":[103],"100":[104],"suites,":[106],"each":[107],"one":[108,156],"at":[110],"least":[111],"50":[112],"cases,":[114],"from":[115,231],"real":[117,220],"industrial":[118,221],"setting":[119,222],"order":[121],"compare":[123],"our":[124,149,175,191,202,225],"systems":[126,159,178,204],"manager's":[129],"terms":[132],"precision,":[134],"recall":[135,169],"unassignment":[137,185],"(percentage":[138],"could":[144],"allocate).":[146],"RESULTS:":[147],"experiment,":[150],"statistical":[152],"analysis":[153],"shows":[154],"outperforms":[160],"others":[162],"respect":[164],"precision":[167],"metrics.":[170],"For":[171],"unassignment,":[172],"three":[173],"achieved":[179],"zero":[180],"(best":[181],"value)":[182],"rate.":[186],"CONCLUSION:":[187],"The":[188],"suggest":[193],"that,":[194],"similar":[196],"environments,":[197],"use":[201],"reduce":[206],"amount":[208],"time":[210],"spent":[211],"task.":[217],"work":[226],"was":[227],"developed,":[228],"spend":[230],"16":[232],"30":[234],"working":[235],"days":[236],"year":[238],"allocation.":[242],"Our":[243],"help":[246],"them":[247],"do":[248],"it":[249],"faster":[250],"better.":[252]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}