{"id":"https://openalex.org/W2080893263","doi":"https://doi.org/10.1142/s1469026813500041","title":"TEST DATA GENERATION FOR SOFTWARE TESTING BASED ON QUANTUM-INSPIRED GENETIC ALGORITHM","display_name":"TEST DATA GENERATION FOR SOFTWARE TESTING BASED ON QUANTUM-INSPIRED GENETIC ALGORITHM","publication_year":2013,"publication_date":"2013-03-01","ids":{"openalex":"https://openalex.org/W2080893263","doi":"https://doi.org/10.1142/s1469026813500041","mag":"2080893263"},"language":"en","primary_location":{"id":"doi:10.1142/s1469026813500041","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1469026813500041","pdf_url":null,"source":{"id":"https://openalex.org/S206936884","display_name":"International Journal of Computational Intelligence and Applications","issn_l":"1469-0268","issn":["1469-0268","1757-5885"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311754","host_organization_name":"Imperial College Press","host_organization_lineage":["https://openalex.org/P4310311754"],"host_organization_lineage_names":["Imperial College Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence and Applications","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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"CHENGYING MAO","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#"],"raw_orcid":null,"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/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#"],"raw_orcid":null,"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"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I59649739"],"apc_list":null,"apc_paid":null,"fwci":1.4231,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.8303524,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"12","issue":"01","first_page":"1350004","last_page":"1350004"},"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":0.9991999864578247,"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":0.9955000281333923,"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/computer-science","display_name":"Computer science","score":0.8623860478401184},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6513258218765259},{"id":"https://openalex.org/keywords/test-data","display_name":"Test data","score":0.5228136777877808},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.47969600558280945},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4791383445262909},{"id":"https://openalex.org/keywords/search-algorithm","display_name":"Search algorithm","score":0.41890233755111694},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.16736093163490295},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.16003090143203735}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8623860478401184},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6513258218765259},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.5228136777877808},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.47969600558280945},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4791383445262909},{"id":"https://openalex.org/C125583679","wikidata":"https://www.wikidata.org/wiki/Q755673","display_name":"Search algorithm","level":2,"score":0.41890233755111694},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.16736093163490295},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.16003090143203735},{"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:10.1142/s1469026813500041","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1469026813500041","pdf_url":null,"source":{"id":"https://openalex.org/S206936884","display_name":"International Journal of Computational Intelligence and Applications","issn_l":"1469-0268","issn":["1469-0268","1757-5885"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311754","host_organization_name":"Imperial College Press","host_organization_lineage":["https://openalex.org/P4310311754"],"host_organization_lineage_names":["Imperial College Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"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":43,"referenced_works":["https://openalex.org/W86973270","https://openalex.org/W127224647","https://openalex.org/W163074494","https://openalex.org/W1486172410","https://openalex.org/W1529194665","https://openalex.org/W1592447472","https://openalex.org/W1925475221","https://openalex.org/W1953313694","https://openalex.org/W1962752774","https://openalex.org/W1986749780","https://openalex.org/W1991865929","https://openalex.org/W2003010733","https://openalex.org/W2014560533","https://openalex.org/W2019530665","https://openalex.org/W2023730632","https://openalex.org/W2026701697","https://openalex.org/W2045427795","https://openalex.org/W2058979950","https://openalex.org/W2065976250","https://openalex.org/W2098639318","https://openalex.org/W2101512909","https://openalex.org/W2101629181","https://openalex.org/W2106450733","https://openalex.org/W2109596254","https://openalex.org/W2110337982","https://openalex.org/W2114869486","https://openalex.org/W2120563984","https://openalex.org/W2121823022","https://openalex.org/W2122274805","https://openalex.org/W2143712427","https://openalex.org/W2149442395","https://openalex.org/W2149616432","https://openalex.org/W2151584853","https://openalex.org/W2151635819","https://openalex.org/W2159607458","https://openalex.org/W2163404390","https://openalex.org/W2165066103","https://openalex.org/W2176318069","https://openalex.org/W2293616642","https://openalex.org/W2904250082","https://openalex.org/W3162185593","https://openalex.org/W4250503569","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2544423928","https://openalex.org/W2052122378","https://openalex.org/W2053286651","https://openalex.org/W2181743346","https://openalex.org/W2148035265","https://openalex.org/W4366090886","https://openalex.org/W4302010637","https://openalex.org/W2368709543"],"abstract_inverted_index":{"The":[0,178],"quality":[1,157],"of":[2,12,44,87,158,175],"test":[3,16,52,99,159,186],"data":[4,17,53,100,187],"has":[5,19],"an":[6],"important":[7],"impact":[8],"on":[9,165],"the":[10,27,36,65,98,109,122,135,173],"effect":[11],"software":[13],"testing,":[14,35],"so":[15,125],"generation":[18,54],"always":[20],"been":[21,73],"a":[22,56,85,116],"key":[23],"task":[24],"for":[25,207],"finding":[26],"potential":[28],"faults":[29],"in":[30,191],"program":[31],"code.":[32],"In":[33,64,80,105,161],"structural":[34],"primary":[37],"goal":[38],"is":[39,113,169,204],"to":[40,59,76,96,120,127,152,171],"cover":[41],"some":[42,48,67,138],"kinds":[43],"structure":[45],"elements":[46],"with":[47,101,188],"specific":[49],"inputs.":[50],"Search-based":[51],"provides":[55],"rational":[57],"way":[58],"handle":[60],"this":[61,78,81,106],"difficult":[62],"problem.":[63],"past,":[66],"well-known":[68],"meta-heuristic":[69],"search":[70,123],"algorithms":[71],"have":[72],"successfully":[74],"utilized":[75],"solve":[77],"issue.":[79],"paper,":[82],"we":[83],"introduce":[84],"variant":[86],"genetic":[88,93],"algorithm":[89,94,154,208],"(GA),":[90],"called":[91],"quantum-inspired":[92],"(QIGA),":[95],"generate":[97,185],"stronger":[102],"coverage":[103,190],"ability.":[104],"new":[107],"algorithm,":[108],"traditional":[110],"binary":[111],"bit":[112,118],"replaced":[114],"by":[115],"quantum":[117,143],"(Q-bit)":[119],"enlarge":[121],"space":[124],"as":[126,142],"avoid":[128],"falling":[129],"into":[130],"local":[131],"optimal":[132],"solution.":[133],"On":[134],"other":[136,139],"hand,":[137],"strategies":[140],"such":[141],"rotation":[144],"gate":[145],"and":[146,156],"catastrophe":[147],"operation":[148],"are":[149],"also":[150],"used":[151],"improve":[153],"efficiency":[155],"data.":[160],"addition,":[162],"experimental":[163],"analysis":[164],"eight":[166],"real-world":[167],"programs":[168],"performed":[170],"validate":[172],"effectiveness":[174],"our":[176,201],"method.":[177,198],"results":[179],"show":[180],"that":[181],"QIGA-based":[182],"method":[183,203],"can":[184],"higher":[189],"much":[192],"smaller":[193],"convergence":[194],"generations":[195],"than":[196],"GA-based":[197],"More":[199],"importantly,":[200],"proposed":[202],"more":[205],"robust":[206],"parameter":[209],"change.":[210]},"counts_by_year":[{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2013,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
