{"id":"https://openalex.org/W3112855378","doi":"https://doi.org/10.1109/qrs51102.2020.00029","title":"Multi-objective Search for Model-based Testing","display_name":"Multi-objective Search for Model-based Testing","publication_year":2020,"publication_date":"2020-12-01","ids":{"openalex":"https://openalex.org/W3112855378","doi":"https://doi.org/10.1109/qrs51102.2020.00029","mag":"3112855378"},"language":"en","primary_location":{"id":"doi:10.1109/qrs51102.2020.00029","is_oa":false,"landing_page_url":"https://doi.org/10.1109/qrs51102.2020.00029","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 20th International Conference on Software Quality, Reliability and Security (QRS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/11250/3109501","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100718986","display_name":"Rui Wang","orcid":"https://orcid.org/0009-0007-0052-4065"},"institutions":[{"id":"https://openalex.org/I179863766","display_name":"Western Norway University of Applied Sciences","ror":"https://ror.org/05phns765","country_code":"NO","type":"education","lineage":["https://openalex.org/I179863766"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Rui Wang","raw_affiliation_strings":["Western Norway University of Applied Sciences, Bergen, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Western Norway University of Applied Sciences, Bergen, Norway","institution_ids":["https://openalex.org/I179863766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063347761","display_name":"Cyrille Artho","orcid":"https://orcid.org/0000-0002-3656-1614"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Cyrille Artho","raw_affiliation_strings":["School of Electrical Engineering and Computer Science KTH Royal Institute of Technology, Stockholm, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science KTH Royal Institute of Technology, Stockholm, Sweden","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005213951","display_name":"Lars Michael Kristensen","orcid":"https://orcid.org/0000-0002-1465-5791"},"institutions":[{"id":"https://openalex.org/I179863766","display_name":"Western Norway University of Applied Sciences","ror":"https://ror.org/05phns765","country_code":"NO","type":"education","lineage":["https://openalex.org/I179863766"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Lars Michael Kristensen","raw_affiliation_strings":["Western Norway University of Applied Sciences, Bergen, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Western Norway University of Applied Sciences, Bergen, Norway","institution_ids":["https://openalex.org/I179863766"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084401124","display_name":"Volker Stolz","orcid":"https://orcid.org/0000-0002-1031-6936"},"institutions":[{"id":"https://openalex.org/I179863766","display_name":"Western Norway University of Applied Sciences","ror":"https://ror.org/05phns765","country_code":"NO","type":"education","lineage":["https://openalex.org/I179863766"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Volker Stolz","raw_affiliation_strings":["Western Norway University of Applied Sciences, Bergen, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Western Norway University of Applied Sciences, Bergen, Norway","institution_ids":["https://openalex.org/I179863766"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6413,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.73556797,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"5","issue":null,"first_page":"130","last_page":"141"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9934999942779541,"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9916999936103821,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7681587934494019},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5594369769096375},{"id":"https://openalex.org/keywords/dilemma","display_name":"Dilemma","score":0.5055475234985352},{"id":"https://openalex.org/keywords/search-based-software-engineering","display_name":"Search-based software engineering","score":0.4984145164489746},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48038631677627563},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.45763587951660156},{"id":"https://openalex.org/keywords/software-testing","display_name":"Software testing","score":0.44609856605529785},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.42782503366470337},{"id":"https://openalex.org/keywords/test-case","display_name":"Test case","score":0.42659661173820496},{"id":"https://openalex.org/keywords/random-search","display_name":"Random search","score":0.4161537289619446},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3572368025779724},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3376210033893585},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.20809876918792725},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1779187023639679},{"id":"https://openalex.org/keywords/software-design","display_name":"Software design","score":0.1453823745250702},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08635309338569641}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7681587934494019},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5594369769096375},{"id":"https://openalex.org/C2778496695","wikidata":"https://www.wikidata.org/wiki/Q254128","display_name":"Dilemma","level":2,"score":0.5055475234985352},{"id":"https://openalex.org/C139143892","wikidata":"https://www.wikidata.org/wiki/Q7441615","display_name":"Search-based software engineering","level":5,"score":0.4984145164489746},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48038631677627563},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.45763587951660156},{"id":"https://openalex.org/C2984328558","wikidata":"https://www.wikidata.org/wiki/Q188522","display_name":"Software testing","level":3,"score":0.44609856605529785},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.42782503366470337},{"id":"https://openalex.org/C128942645","wikidata":"https://www.wikidata.org/wiki/Q1568346","display_name":"Test case","level":3,"score":0.42659661173820496},{"id":"https://openalex.org/C126661757","wikidata":"https://www.wikidata.org/wiki/Q4925641","display_name":"Random search","level":2,"score":0.4161537289619446},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3572368025779724},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3376210033893585},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.20809876918792725},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1779187023639679},{"id":"https://openalex.org/C52913732","wikidata":"https://www.wikidata.org/wiki/Q857102","display_name":"Software design","level":4,"score":0.1453823745250702},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08635309338569641},{"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},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/qrs51102.2020.00029","is_oa":false,"landing_page_url":"https://doi.org/10.1109/qrs51102.2020.00029","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 20th International Conference on Software Quality, Reliability and Security (QRS)","raw_type":"proceedings-article"},{"id":"pmh:oai:hvlopen.brage.unit.no:11250/3109501","is_oa":true,"landing_page_url":"https://hdl.handle.net/11250/3109501","pdf_url":null,"source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"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":"130-141","raw_type":"info:eu-repo/semantics/bookPart"}],"best_oa_location":{"id":"pmh:oai:hvlopen.brage.unit.no:11250/3109501","is_oa":true,"landing_page_url":"https://hdl.handle.net/11250/3109501","pdf_url":null,"source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"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":"130-141","raw_type":"info:eu-repo/semantics/bookPart"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.6399999856948853}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W41159429","https://openalex.org/W166348628","https://openalex.org/W1509531727","https://openalex.org/W1544426622","https://openalex.org/W1550635434","https://openalex.org/W1553373771","https://openalex.org/W1608087281","https://openalex.org/W1639726083","https://openalex.org/W1925282067","https://openalex.org/W1997840820","https://openalex.org/W2000825106","https://openalex.org/W2009551863","https://openalex.org/W2029500775","https://openalex.org/W2076054478","https://openalex.org/W2119296494","https://openalex.org/W2121863487","https://openalex.org/W2126105956","https://openalex.org/W2126316555","https://openalex.org/W2128475506","https://openalex.org/W2135841285","https://openalex.org/W2163246860","https://openalex.org/W2167159964","https://openalex.org/W2168405694","https://openalex.org/W2245357073","https://openalex.org/W2247455710","https://openalex.org/W2603162448","https://openalex.org/W2614129136","https://openalex.org/W2949929656","https://openalex.org/W2990238438","https://openalex.org/W3115360976","https://openalex.org/W3139988320","https://openalex.org/W4302557773","https://openalex.org/W6606812455","https://openalex.org/W6632462264","https://openalex.org/W6684212943","https://openalex.org/W6788363123"],"related_works":["https://openalex.org/W2171670202","https://openalex.org/W2158586961","https://openalex.org/W2912771969","https://openalex.org/W2790503447","https://openalex.org/W2118738121","https://openalex.org/W4232483586","https://openalex.org/W4384024738","https://openalex.org/W1974088500","https://openalex.org/W2801377050","https://openalex.org/W2729419724"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,40,85],"search-based":[4,82,121],"approach":[5,22,83,122],"relying":[6],"on":[7,84],"multi-objective":[8,44,57],"reinforcement":[9],"learning":[10],"and":[11,33,95,127,134],"optimization":[12,58],"for":[13,75,108],"test":[14,24,109,116],"case":[15,25,110],"generation":[16,26],"in":[17],"model-based":[18,76],"software":[19],"testing.":[20,77],"Our":[21,112],"considers":[23],"as":[27,90],"an":[28,68],"exploration":[29],"versus":[30],"exploitation":[31],"dilemma,":[32],"we":[34],"address":[35],"this":[36],"dilemma":[37],"by":[38,67,99],"implementing":[39],"particular":[41],"strategy":[42,53],"of":[43,71,87,105],"multi-armed":[45],"bandits":[46],"with":[47],"multiple":[48],"rewards.":[49],"After":[50],"optimizing":[51],"our":[52,81,120],"using":[54,119],"the":[55,60,72,91,103],"jMetal":[56],"framework,":[59],"resulting":[61],"parameter":[62],"setting":[63],"is":[64],"then":[65],"used":[66],"extended":[69],"version":[70],"Modbat":[73],"tool":[74],"We":[78],"experimentally":[79],"evaluate":[80],"collection":[86],"examples,":[88],"such":[89],"ZooKeeper":[92],"distributed":[93],"service":[94],"PostgreSQL":[96],"database":[97],"system,":[98],"comparing":[100],"it":[101],"to":[102],"use":[104],"random":[106],"search":[107],"generation.":[111],"results":[113],"show":[114],"that":[115],"cases":[117],"generated":[118],"can":[123],"obtain":[124],"more":[125],"predictable":[126],"better":[128],"state/transition":[129],"coverage,":[130],"find":[131],"failures":[132],"earlier,":[133],"provide":[135],"improved":[136],"path":[137],"coverage.":[138]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
