{"id":"https://openalex.org/W2403576681","doi":"https://doi.org/10.1145/2897010.2897012","title":"Strong mutation-based test data generation using hill climbing","display_name":"Strong mutation-based test data generation using hill climbing","publication_year":2016,"publication_date":"2016-05-14","ids":{"openalex":"https://openalex.org/W2403576681","doi":"https://doi.org/10.1145/2897010.2897012","mag":"2403576681"},"language":"en","primary_location":{"id":"doi:10.1145/2897010.2897012","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2897010.2897012","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International Workshop on Search-Based Software Testing","raw_type":"proceedings-article"},"type":"conference-paper","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/A5114514510","display_name":"Francisco Carlos M. Souza","orcid":"https://orcid.org/0000-0002-8953-8653"},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Francisco Carlos M. Souza","raw_affiliation_strings":["University of S\u00e3o Paulo, S\u00e3o Carlos, SP, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of S\u00e3o Paulo, S\u00e3o Carlos, SP, Brazil","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081145634","display_name":"Mike Papadakis","orcid":"https://orcid.org/0000-0003-1852-2547"},"institutions":[{"id":"https://openalex.org/I186903577","display_name":"University of Luxembourg","ror":"https://ror.org/036x5ad56","country_code":"LU","type":"education","lineage":["https://openalex.org/I186903577"]}],"countries":["LU"],"is_corresponding":false,"raw_author_name":"Mike Papadakis","raw_affiliation_strings":["Reliability and Trust University of Luxembourg, Luxembourg"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Reliability and Trust University of Luxembourg, Luxembourg","institution_ids":["https://openalex.org/I186903577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040574362","display_name":"Yves Le Traon","orcid":"https://orcid.org/0000-0002-1045-4861"},"institutions":[{"id":"https://openalex.org/I186903577","display_name":"University of Luxembourg","ror":"https://ror.org/036x5ad56","country_code":"LU","type":"education","lineage":["https://openalex.org/I186903577"]}],"countries":["LU"],"is_corresponding":false,"raw_author_name":"Yves Le Traon","raw_affiliation_strings":["Reliability and Trust University of Luxembourg, Luxembourg"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Reliability and Trust University of Luxembourg, Luxembourg","institution_ids":["https://openalex.org/I186903577"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089721393","display_name":"M\u00e1rcio Eduardo Delamaro","orcid":"https://orcid.org/0000-0001-7535-5891"},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"M\u00e1rcio E. Delamaro","raw_affiliation_strings":["University of S\u00e3o Paulo, S\u00e3o Carlos, SP, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of S\u00e3o Paulo, S\u00e3o Carlos, SP, Brazil","institution_ids":["https://openalex.org/I17974374"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.0698,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.93167082,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"45","last_page":"54"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9832000136375427,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.9807999730110168,"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/test-suite","display_name":"Test suite","score":0.7324458956718445},{"id":"https://openalex.org/keywords/mutation","display_name":"Mutation","score":0.6769580841064453},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6621023416519165},{"id":"https://openalex.org/keywords/random-testing","display_name":"Random testing","score":0.5310129523277283},{"id":"https://openalex.org/keywords/mutation-testing","display_name":"Mutation testing","score":0.512418806552887},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.457850843667984},{"id":"https://openalex.org/keywords/test-data","display_name":"Test data","score":0.4510927200317383},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4457832872867584},{"id":"https://openalex.org/keywords/test-case","display_name":"Test case","score":0.4391757845878601},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43035635352134705},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.42518168687820435},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4231574833393097},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3788145184516907},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.32446491718292236},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.0732133686542511}],"concepts":[{"id":"https://openalex.org/C151552104","wikidata":"https://www.wikidata.org/wiki/Q7705809","display_name":"Test suite","level":4,"score":0.7324458956718445},{"id":"https://openalex.org/C501734568","wikidata":"https://www.wikidata.org/wiki/Q42918","display_name":"Mutation","level":3,"score":0.6769580841064453},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6621023416519165},{"id":"https://openalex.org/C106159264","wikidata":"https://www.wikidata.org/wiki/Q17146789","display_name":"Random testing","level":4,"score":0.5310129523277283},{"id":"https://openalex.org/C163565370","wikidata":"https://www.wikidata.org/wiki/Q4308623","display_name":"Mutation testing","level":4,"score":0.512418806552887},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.457850843667984},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.4510927200317383},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4457832872867584},{"id":"https://openalex.org/C128942645","wikidata":"https://www.wikidata.org/wiki/Q1568346","display_name":"Test case","level":3,"score":0.4391757845878601},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43035635352134705},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.42518168687820435},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4231574833393097},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3788145184516907},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32446491718292236},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0732133686542511},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2897010.2897012","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2897010.2897012","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International Workshop on Search-Based Software Testing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W746740806","https://openalex.org/W1501867187","https://openalex.org/W2000356261","https://openalex.org/W2003385991","https://openalex.org/W2003948571","https://openalex.org/W2041470132","https://openalex.org/W2049695835","https://openalex.org/W2057895669","https://openalex.org/W2077258409","https://openalex.org/W2099142449","https://openalex.org/W2101629181","https://openalex.org/W2104276300","https://openalex.org/W2107089133","https://openalex.org/W2107729695","https://openalex.org/W2108557864","https://openalex.org/W2109596254","https://openalex.org/W2116622216","https://openalex.org/W2118738121","https://openalex.org/W2120552859","https://openalex.org/W2128705399","https://openalex.org/W2131385581","https://openalex.org/W2131479406","https://openalex.org/W2135841285","https://openalex.org/W2151635819","https://openalex.org/W2171139698","https://openalex.org/W2182004285","https://openalex.org/W2553077635","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W1995023328","https://openalex.org/W2960013457","https://openalex.org/W1598160211","https://openalex.org/W2067499928","https://openalex.org/W2058234333","https://openalex.org/W2731612402","https://openalex.org/W1490208943","https://openalex.org/W4295918990","https://openalex.org/W2599144236","https://openalex.org/W2024254950"],"abstract_inverted_index":{"Mutation":[0],"Testing":[1],"is":[2],"an":[3,63,83],"effective":[4,41],"test":[5,16,19,25,45,58,85,167],"criterion":[6,20],"for":[7,52,91,141],"finding":[8],"faults":[9],"and":[10,33,127,163],"assessing":[11],"the":[12,22,71,76,119,125,130,142,145,148,164,182,186,190],"quality":[13],"of":[14,24,66,129,136,144,185],"a":[15,31,134,152],"suite.":[17],"Every":[18],"requires":[21],"generation":[23,60,86,168],"cases,":[26],"which":[27],"turns":[28],"to":[29,73,108],"be":[30],"manual":[32,78],"difficult":[34],"task.":[35],"In":[36],"literature,":[37],"search-based":[38],"techniques":[39,169],"are":[40,112],"in":[42],"generating":[43],"structural-based":[44],"data.":[46],"This":[47,80],"fact":[48],"motivates":[49],"their":[50],"use":[51],"mutation":[53,67,155],"testing.":[54],"Thus,":[55],"if":[56],"automatic":[57],"data":[59],"can":[61],"achieve":[62],"acceptable":[64],"level":[65],"score,":[68],"it":[69],"has":[70],"potential":[72],"greatly":[74],"reduce":[75],"involved":[77],"effort.":[79],"paper":[81,120],"proposes":[82],"automated":[84],"approach,":[87],"using":[88],"hill":[89],"climbing,":[90],"strong":[92,154],"mutation.":[93],"It":[94],"incremental":[95],"aims":[96],"at":[97],"strongly":[98],"killing":[99],"mutants,":[100],"by":[101,159,174],"focusing":[102],"on":[103,133,161,176],"mutants'":[104,172],"propagation,":[105,173],"i.e.,":[106],"how":[107],"kill":[109],"mutants":[110],"that":[111,170],"weakly":[113],"killed":[114],"but":[115],"not":[116],"strongly.":[117],"Furthermore,":[118],"reports":[121],"empirical":[122],"results":[123,179],"regarding":[124],"cost":[126],"effectiveness":[128],"proposed":[131,149,166,187],"approach":[132,150],"set":[135],"18":[137],"C":[138],"programs.":[139],"Overall,":[140],"majority":[143],"studied":[146],"programs,":[147],"achieved":[151],"higher":[153],"score":[156],"than":[157],"random-testing,":[158],"19,02%":[160],"average,":[162],"previously":[165],"ignore":[171],"7,2%":[175],"average.":[177],"Our":[178],"also":[180],"demonstrate":[181],"improved":[183],"efficiency":[184],"scheme":[188],"over":[189],"previous":[191],"methods.":[192]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}