{"id":"https://openalex.org/W3104953696","doi":"https://doi.org/10.1145/3368089.3418538","title":"Machine learning based test data generation for safety-critical software","display_name":"Machine learning based test data generation for safety-critical software","publication_year":2020,"publication_date":"2020-11-08","ids":{"openalex":"https://openalex.org/W3104953696","doi":"https://doi.org/10.1145/3368089.3418538","mag":"3104953696"},"language":"en","primary_location":{"id":"doi:10.1145/3368089.3418538","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3368089.3418538","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering","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/A5081841143","display_name":"J\u00e1n \u010cegi\u0148","orcid":null},"institutions":[{"id":"https://openalex.org/I4401200340","display_name":"Kempelen Institute of Intelligent Technologies","ror":"https://ror.org/02j78kr76","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4401200340"]}],"countries":["SK"],"is_corresponding":true,"raw_author_name":"J\u00e1n \u010cegi\u0148","raw_affiliation_strings":["Kempelen Institute of Intelligent Technologies, Slovakia"],"affiliations":[{"raw_affiliation_string":"Kempelen Institute of Intelligent Technologies, Slovakia","institution_ids":["https://openalex.org/I4401200340"]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5081841143"],"corresponding_institution_ids":["https://openalex.org/I4401200340"],"apc_list":null,"apc_paid":null,"fwci":0.9115,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.76996337,"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":"1678","last_page":"1681"},"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":0.9997000098228455,"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":0.9994000196456909,"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":0.7418535947799683},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.5099726915359497},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5037946105003357},{"id":"https://openalex.org/keywords/critical-path-method","display_name":"Critical path method","score":0.500403881072998},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.48325997591018677},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.4632035493850708},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4543657600879669},{"id":"https://openalex.org/keywords/test-data","display_name":"Test data","score":0.4231874942779541},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3665507733821869},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3596212863922119},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.32240578532218933},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.2831217050552368},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.1898372769355774},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14760339260101318}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7418535947799683},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.5099726915359497},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5037946105003357},{"id":"https://openalex.org/C115874739","wikidata":"https://www.wikidata.org/wiki/Q825377","display_name":"Critical path method","level":2,"score":0.500403881072998},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.48325997591018677},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.4632035493850708},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4543657600879669},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.4231874942779541},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3665507733821869},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3596212863922119},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.32240578532218933},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2831217050552368},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.1898372769355774},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14760339260101318},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3368089.3418538","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3368089.3418538","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5099999904632568}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W140789096","https://openalex.org/W1497028280","https://openalex.org/W1627816300","https://openalex.org/W1979345446","https://openalex.org/W1985335248","https://openalex.org/W1995869236","https://openalex.org/W2008612269","https://openalex.org/W2022887099","https://openalex.org/W2041176136","https://openalex.org/W2060476709","https://openalex.org/W2096449544","https://openalex.org/W2116622216","https://openalex.org/W2122598528","https://openalex.org/W2129487583","https://openalex.org/W2213891260","https://openalex.org/W2214830169","https://openalex.org/W2735077751","https://openalex.org/W2805180781","https://openalex.org/W2810357095","https://openalex.org/W2885477417","https://openalex.org/W2904270376","https://openalex.org/W2909638417","https://openalex.org/W2921045480","https://openalex.org/W2950916353","https://openalex.org/W2963371736","https://openalex.org/W2964150020","https://openalex.org/W3047612131","https://openalex.org/W4239981893","https://openalex.org/W4251877140"],"related_works":["https://openalex.org/W3011443213","https://openalex.org/W298517545","https://openalex.org/W4312291060","https://openalex.org/W2365007040","https://openalex.org/W1970519101","https://openalex.org/W2045633099","https://openalex.org/W1910575119","https://openalex.org/W2487702453","https://openalex.org/W2140128311","https://openalex.org/W2568765870"],"abstract_inverted_index":{"Unit":[0],"testing":[1,137],"focused":[2],"on":[3],"Modified":[4],"Condition/Decision":[5],"Coverage":[6],"(MC/DC)":[7],"criterion":[8,24],"is":[9],"essential":[10],"in":[11,33,48],"development":[12],"safety-critical":[13,139],"systems.":[14],"However,":[15,51],"design":[16],"of":[17,30,58,81,104,138],"test":[18,36,38,87],"data":[19],"that":[20,83,120],"meets":[21],"the":[22,61,92,102,105,121],"MC/DC":[23],"currently":[25],"needs":[26],"detailed":[27],"manual":[28],"analysis":[29],"branching":[31],"conditions":[32],"units":[34],"under":[35],"by":[37,112],"engineers.":[39],"Multiple":[40],"state-of-art":[41,107],"approaches":[42,53,130],"exist":[43],"with":[44,116,128],"proven":[45],"usage":[46],"even":[47],"industrial":[49,118],"projects.":[50,140],"these":[52],"have":[54],"multiple":[55],"shortcomings,":[56],"one":[57],"them":[59],"being":[60],"Path":[62,93],"explosion":[63,94],"problem":[64,95],"which":[65],"has":[66],"not":[67],"been":[68],"fully":[69],"solved":[70],"yet.":[71],"Machine":[72],"learning":[73,123],"methods":[74,124],"as":[75],"meta-heuristic":[76],"approximations":[77],"can":[78],"model":[79],"behaviour":[80],"programs":[82],"are":[84],"hard":[85],"to":[86,131],"using":[88],"traditional":[89],"approaches,":[90],"where":[91],"does":[96],"occur":[97],"and":[98],"thus":[99],"could":[100,125],"solve":[101],"limitations":[103],"current":[106],"approaches.":[108],"I":[109],"believe,":[110],"motivated":[111],"an":[113,117,133],"ongoing":[114],"collaboration":[115],"partner,":[119],"machine":[122],"be":[126],"combined":[127],"existing":[129],"produce":[132],"approach":[134],"suitable":[135],"for":[136]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
