{"id":"https://openalex.org/W2962977214","doi":"https://doi.org/10.5121/ijcsit.2011.3115","title":"Search-Based Software Test Data Generation Using Evolutionary Computation","display_name":"Search-Based Software Test Data Generation Using Evolutionary Computation","publication_year":2011,"publication_date":"2011-02-28","ids":{"openalex":"https://openalex.org/W2962977214","doi":"https://doi.org/10.5121/ijcsit.2011.3115","mag":"2962977214"},"language":"en","primary_location":{"id":"doi:10.5121/ijcsit.2011.3115","doi":"https://doi.org/10.5121/ijcsit.2011.3115","is_oa":true,"landing_page_url":"https://doi.org/10.5121/ijcsit.2011.3115","pdf_url":"https://doi.org/10.5121/ijcsit.2011.3115","source":{"id":"https://openalex.org/S154051528","display_name":"International Journal of Computer Science and Information Technology","issn_l":"0975-3826","issn":["0975-3826","0975-4660"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Science and Information Technology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.5121/ijcsit.2011.3115","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017157913","display_name":"P. Maragathavalli","orcid":"https://orcid.org/0000-0003-0098-4348","observed_orcids":["https://orcid.org/0000-0003-0098-4348","https://orcid.org/0009-0001-8099-8119"]},"institutions":[{"id":"https://openalex.org/I175691731","display_name":"Pondicherry University","ror":"https://ror.org/01a3mef16","country_code":"IN","type":"education","lineage":["https://openalex.org/I175691731"]},{"id":"https://openalex.org/I4405254494","display_name":"Puducherry Technological University","ror":"https://ror.org/01w2xgk13","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405254494"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"P Maragathavalli","raw_affiliation_strings":["Department of Information Technology, Pondicherry Engineering College, Puducherry"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Pondicherry Engineering College, Puducherry","institution_ids":["https://openalex.org/I175691731","https://openalex.org/I4405254494"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5017157913"],"corresponding_institution_ids":["https://openalex.org/I175691731","https://openalex.org/I4405254494"],"apc_list":null,"apc_paid":null,"fwci":2.2609,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.88585539,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":87,"max":96},"biblio":{"volume":"3","issue":"1","first_page":"213","last_page":"223"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9994999766349792,"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":0.9994999766349792,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.0,"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/test-data-generation","display_name":"test data generation","score":0.8489999771118164},{"id":"https://openalex.org/keywords/search-based-software-engineering","display_name":"search-based software engineering","score":0.8190000057220459},{"id":"https://openalex.org/keywords/evolutionary-testing","display_name":"evolutionary testing","score":0.9879999756813049},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"genetic algorithm","score":0.9399999976158142},{"id":"https://openalex.org/keywords/random-testing","display_name":"random testing","score":0.703000009059906},{"id":"https://openalex.org/keywords/fitness-function","display_name":"fitness function","score":0.6539999842643738},{"id":"https://openalex.org/keywords/test-case-generation","display_name":"test case generation","score":0.5590000152587891}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.826419472694397},{"id":"https://openalex.org/C139143892","wikidata":"https://www.wikidata.org/wiki/Q7441615","display_name":"Search-based software engineering","level":5,"score":0.6533973217010498},{"id":"https://openalex.org/C128942645","wikidata":"https://www.wikidata.org/wiki/Q1568346","display_name":"Test case","level":3,"score":0.5209216475486755},{"id":"https://openalex.org/C176066374","wikidata":"https://www.wikidata.org/wiki/Q629118","display_name":"Fitness function","level":3,"score":0.4803534746170044},{"id":"https://openalex.org/C7435765","wikidata":"https://www.wikidata.org/wiki/Q7705776","display_name":"Test Management Approach","level":5,"score":0.47305646538734436},{"id":"https://openalex.org/C151552104","wikidata":"https://www.wikidata.org/wiki/Q7705809","display_name":"Test suite","level":4,"score":0.470251202583313},{"id":"https://openalex.org/C106159264","wikidata":"https://www.wikidata.org/wiki/Q17146789","display_name":"Random testing","level":4,"score":0.45625290274620056},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.43781551718711853},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.4373883605003357},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.4314597249031067},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4100016951560974},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.4013635516166687},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35666459798812866},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29149487614631653},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.2253914773464203},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.17556676268577576},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.13254961371421814},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.13209059834480286},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.5121/ijcsit.2011.3115","doi":"https://doi.org/10.5121/ijcsit.2011.3115","is_oa":true,"landing_page_url":"https://doi.org/10.5121/ijcsit.2011.3115","pdf_url":"https://doi.org/10.5121/ijcsit.2011.3115","source":{"id":"https://openalex.org/S154051528","display_name":"International Journal of Computer Science and Information Technology","issn_l":"0975-3826","issn":["0975-3826","0975-4660"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Science and Information Technology","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1103.0125","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/1103.0125","pdf_url":"https://arxiv.org/pdf/1103.0125","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.190.3884","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.190.3884","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://airccse.org/journal/jcsit/0211ijcsit15.pdf","raw_type":"text"},{"id":"doi:10.48550/arxiv.1103.0125","doi":"https://doi.org/10.48550/arxiv.1103.0125","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1103.0125","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.5121/ijcsit.2011.3115","doi":"https://doi.org/10.5121/ijcsit.2011.3115","is_oa":true,"landing_page_url":"https://doi.org/10.5121/ijcsit.2011.3115","pdf_url":"https://doi.org/10.5121/ijcsit.2011.3115","source":{"id":"https://openalex.org/S154051528","display_name":"International Journal of Computer Science and Information Technology","issn_l":"0975-3826","issn":["0975-3826","0975-4660"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Science and Information Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2962977214.pdf","grobid_xml":"https://content.openalex.org/works/W2962977214.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W187049233","https://openalex.org/W1553960903","https://openalex.org/W1592447472","https://openalex.org/W1977321274","https://openalex.org/W2036657965","https://openalex.org/W2046387193","https://openalex.org/W2056820901","https://openalex.org/W2114869486","https://openalex.org/W2118672542","https://openalex.org/W2122365435","https://openalex.org/W2144613971","https://openalex.org/W2170835084","https://openalex.org/W2213891260","https://openalex.org/W2331300470","https://openalex.org/W4400179835"],"related_works":["https://openalex.org/W2598848127","https://openalex.org/W2128705399","https://openalex.org/W2021161573","https://openalex.org/W3007533873","https://openalex.org/W1562387331","https://openalex.org/W7100246054","https://openalex.org/W1801853287","https://openalex.org/W4360909404","https://openalex.org/W2170835084","https://openalex.org/W2164755677"],"abstract_inverted_index":{"Search-based":[0],"Software":[1,16],"Engineering":[2,17],"has":[3,18],"been":[4],"utilized":[5],"for":[6,34,72],"a":[7,103],"number":[8],"of":[9,30,44,58,75,96,118,124],"software":[10],"engineering":[11],"activities.One":[12],"area":[13],"where":[14],"Search-Based":[15],"seen":[19],"much":[20],"application":[21],"is":[22,40,66,78,100],"test":[23,35,46,62,70,76,93],"data":[24,71],"generation.Evolutionary":[25],"testing":[26,98,105,110,129],"designates":[27],"the":[28,41,45,73,116,119,122],"use":[29],"metaheuristic":[31],"search":[32,38,85],"methods":[33],"case":[36],"generation.The":[37],"space":[39],"input":[42,125],"domain":[43,126],"object,":[47],"with":[48,102],"each":[49],"individual":[50],"or":[51,121],"potential":[52],"solution,":[53],"being":[54,79],"an":[55],"encoded":[56],"set":[57],"inputs":[59],"to":[60,68,91],"that":[61,77],"object.The":[63],"fitness":[64],"function":[65],"tailored":[67],"find":[69],"type":[74],"undertaken.Evolutionary":[80],"Testing":[81],"(ET)":[82],"uses":[83],"optimizing":[84],"techniques":[86],"such":[87],"as":[88,115],"evolutionary":[89],"algorithms":[90],"generate":[92],"data.The":[94],"effectiveness":[95],"GA-based":[97,128],"system":[99,130],"compared":[101],"Random":[104,133],"system.For":[106],"simple":[107],"programs":[108],"both":[109],"systems":[111],"work":[112],"fine,":[113],"but":[114],"complexity":[117,123],"program":[120],"grows,":[127],"significantly":[131],"outperforms":[132],"testing.":[134]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":2}],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2019-07-30T00:00:00"}
