{"id":"https://openalex.org/W3143048688","doi":"https://doi.org/10.1109/iwast.2012.6228990","title":"An industrial case study of the effectiveness of test generators","display_name":"An industrial case study of the effectiveness of test generators","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W3143048688","doi":"https://doi.org/10.1109/iwast.2012.6228990","mag":"3143048688"},"language":"en","primary_location":{"id":"doi:10.1109/iwast.2012.6228990","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwast.2012.6228990","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 7th International Workshop on Automation of Software Test (AST)","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/A5077180647","display_name":"Pietro Braione","orcid":"https://orcid.org/0000-0001-9307-6781"},"institutions":[{"id":"https://openalex.org/I66752286","display_name":"University of Milano-Bicocca","ror":"https://ror.org/01ynf4891","country_code":"IT","type":"education","lineage":["https://openalex.org/I66752286"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Pietro Braione","raw_affiliation_strings":["University of Milano-Bicocca, Milano, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Milano-Bicocca, Milano, Italy","institution_ids":["https://openalex.org/I66752286"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038269238","display_name":"Giovanni Denaro","orcid":"https://orcid.org/0000-0002-7566-8051"},"institutions":[{"id":"https://openalex.org/I66752286","display_name":"University of Milano-Bicocca","ror":"https://ror.org/01ynf4891","country_code":"IT","type":"education","lineage":["https://openalex.org/I66752286"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni Denaro","raw_affiliation_strings":["University of Milano-Bicocca, Milano, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Milano-Bicocca, Milano, Italy","institution_ids":["https://openalex.org/I66752286"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006626837","display_name":"Andrea Mattavelli","orcid":null},"institutions":[{"id":"https://openalex.org/I57201433","display_name":"Universit\u00e0 della Svizzera italiana","ror":"https://ror.org/03c4atk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Andrea Mattavelli","raw_affiliation_strings":["University of Lugano, Lugano, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Lugano, Lugano, Switzerland","institution_ids":["https://openalex.org/I57201433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006894264","display_name":"Mattia Vivanti","orcid":null},"institutions":[{"id":"https://openalex.org/I57201433","display_name":"Universit\u00e0 della Svizzera italiana","ror":"https://ror.org/03c4atk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Mattia Vivanti","raw_affiliation_strings":["University of Lugano, Lugano, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Lugano, Lugano, Switzerland","institution_ids":["https://openalex.org/I57201433"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079052624","display_name":"Ali Muhammad","orcid":"https://orcid.org/0009-0004-6656-3639"},"institutions":[{"id":"https://openalex.org/I87653560","display_name":"VTT Technical Research Centre of Finland","ror":"https://ror.org/04b181w54","country_code":"FI","type":"nonprofit","lineage":["https://openalex.org/I4210089493","https://openalex.org/I87653560"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Ali Muhammad","raw_affiliation_strings":["VTT Technical Research Center of Finland, Tampere, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VTT Technical Research Center of Finland, Tampere, Finland","institution_ids":["https://openalex.org/I87653560"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1747,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.83255553,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"3","issue":null,"first_page":"50","last_page":"56"},"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":0.9988999962806702,"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":0.9983999729156494,"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":0.6851001381874084},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.6500803232192993},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.6140502691268921},{"id":"https://openalex.org/keywords/strengths-and-weaknesses","display_name":"Strengths and weaknesses","score":0.5997516512870789},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.5862669944763184},{"id":"https://openalex.org/keywords/code-coverage","display_name":"Code coverage","score":0.5151128172874451},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.5110858678817749},{"id":"https://openalex.org/keywords/test-management-approach","display_name":"Test Management Approach","score":0.5066097974777222},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.47462332248687744},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4681228697299957},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.44696685671806335},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3849857747554779},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3458319902420044},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3340045213699341},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3334338963031769},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.33290380239486694},{"id":"https://openalex.org/keywords/software-system","display_name":"Software system","score":0.21392527222633362},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20807185769081116},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.11977764964103699},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10774010419845581}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6851001381874084},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.6500803232192993},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6140502691268921},{"id":"https://openalex.org/C63882131","wikidata":"https://www.wikidata.org/wiki/Q17122954","display_name":"Strengths and weaknesses","level":2,"score":0.5997516512870789},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.5862669944763184},{"id":"https://openalex.org/C53942775","wikidata":"https://www.wikidata.org/wiki/Q1211721","display_name":"Code coverage","level":3,"score":0.5151128172874451},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.5110858678817749},{"id":"https://openalex.org/C7435765","wikidata":"https://www.wikidata.org/wiki/Q7705776","display_name":"Test Management Approach","level":5,"score":0.5066097974777222},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.47462332248687744},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4681228697299957},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.44696685671806335},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3849857747554779},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3458319902420044},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3340045213699341},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3334338963031769},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.33290380239486694},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.21392527222633362},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20807185769081116},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.11977764964103699},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10774010419845581},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","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},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iwast.2012.6228990","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwast.2012.6228990","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 7th International Workshop on Automation of Software Test (AST)","raw_type":"proceedings-article"},{"id":"pmh:oai:boa.unimib.it:10281/36138","is_oa":false,"landing_page_url":"http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6228990","pdf_url":null,"source":{"id":"https://openalex.org/S4306401259","display_name":"BOA (University of Milano-Bicocca)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66752286","host_organization_name":"University of Milano-Bicocca","host_organization_lineage":["https://openalex.org/I66752286"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320338370","display_name":"FP7 Information and Communication Technologies","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W157156687","https://openalex.org/W1586497944","https://openalex.org/W1710734607","https://openalex.org/W1777881387","https://openalex.org/W2065948900","https://openalex.org/W2082274331","https://openalex.org/W2090754600","https://openalex.org/W2101629181","https://openalex.org/W2104993088","https://openalex.org/W2107709519","https://openalex.org/W2109145155","https://openalex.org/W2110311336","https://openalex.org/W2114345296","https://openalex.org/W2122598528","https://openalex.org/W2123801862","https://openalex.org/W2128705399","https://openalex.org/W2132897303","https://openalex.org/W2137636669","https://openalex.org/W2155539595","https://openalex.org/W2157083801","https://openalex.org/W2162755812","https://openalex.org/W2162873893","https://openalex.org/W2163499368","https://openalex.org/W2168625647","https://openalex.org/W2172260321","https://openalex.org/W4237492309","https://openalex.org/W4242377092","https://openalex.org/W6606430823","https://openalex.org/W6637688222","https://openalex.org/W6676613598","https://openalex.org/W6824137238"],"related_works":["https://openalex.org/W3083267788","https://openalex.org/W3127550276","https://openalex.org/W4287671336","https://openalex.org/W2741578859","https://openalex.org/W1888619389","https://openalex.org/W3110805508","https://openalex.org/W2599955979","https://openalex.org/W2186022949","https://openalex.org/W3175215928","https://openalex.org/W2138725245"],"abstract_inverted_index":{"Automatic":[0],"test":[1,35,61,85],"generators":[2,21,62],"pursue":[3],"some":[4],"type":[5],"of":[6,9,16,52,59,77,84],"systematic":[7],"coverage":[8],"the":[10,17,25,33,50,74,80],"program":[11,18],"code":[12],"or":[13],"heuristic":[14],"sampling":[15],"inputs.":[19],"Test":[20],"are":[22],"effective":[23],"after":[24],"assumption,":[26],"often":[27],"(enthusiastically)":[28],"embraced":[29],"by":[30],"researchers,":[31],"that":[32],"generated":[34],"cases":[36],"produce":[37],"informative":[38],"data":[39],"for":[40],"domain":[41],"experts,":[42],"e.g.,":[43],"pinpoint":[44],"important":[45],"bugs.":[46],"This":[47],"paper":[48],"investigates":[49],"validity":[51],"such":[53],"assumption":[54],"through":[55],"a":[56],"case":[57],"study":[58],"using":[60],"on":[63,79],"industrial":[64],"software":[65],"with":[66],"nontrivial":[67],"domain-specific":[68],"peculiarities.":[69],"Our":[70],"results":[71],"properly":[72],"enhance":[73],"available":[75],"body":[76],"knowledge":[78],"strengths":[81],"and":[82],"weaknesses":[83],"generators.":[86]},"counts_by_year":[{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
