{"id":"https://openalex.org/W4283325330","doi":"https://doi.org/10.1142/s0218126622501614","title":"Genetic Evolution-Based Feature Selection for Software Defect Prediction Using SVMs","display_name":"Genetic Evolution-Based Feature Selection for Software Defect Prediction Using SVMs","publication_year":2022,"publication_date":"2022-06-23","ids":{"openalex":"https://openalex.org/W4283325330","doi":"https://doi.org/10.1142/s0218126622501614"},"language":"en","primary_location":{"id":"doi:10.1142/s0218126622501614","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126622501614","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","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/A5072215040","display_name":"Somya Goyal","orcid":"https://orcid.org/0000-0002-0113-7733"},"institutions":[{"id":"https://openalex.org/I73779912","display_name":"Manipal University Jaipur","ror":"https://ror.org/040h76494","country_code":null,"type":"education","lineage":["https://openalex.org/I73779912"]},{"id":"https://openalex.org/I15896350","display_name":"Guru Jambheshwar University of Science and Technology","ror":"https://ror.org/02zpxgh81","country_code":"IN","type":"education","lineage":["https://openalex.org/I15896350"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Somya Goyal","raw_affiliation_strings":["Guru Jambheshwar University of Science & Technology, Hisar 125001, Haryana, India","Manipal University Jaipur, Jaipur 303007, Rajasthan, India"],"affiliations":[{"raw_affiliation_string":"Guru Jambheshwar University of Science & Technology, Hisar 125001, Haryana, India","institution_ids":["https://openalex.org/I15896350"]},{"raw_affiliation_string":"Manipal University Jaipur, Jaipur 303007, Rajasthan, India","institution_ids":["https://openalex.org/I73779912"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5072215040"],"corresponding_institution_ids":["https://openalex.org/I15896350","https://openalex.org/I73779912"],"apc_list":null,"apc_paid":null,"fwci":7.2756,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.97211927,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"31","issue":"11","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T11663","display_name":"Viral Infectious Diseases and Gene Expression in Insects","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":0.9943000078201294,"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/feature-selection","display_name":"Feature selection","score":0.7734889984130859},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.749397337436676},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6553941965103149},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6200531125068665},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5983983278274536},{"id":"https://openalex.org/keywords/fitness-function","display_name":"Fitness function","score":0.5886813402175903},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5709329843521118},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5397184491157532},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5084971189498901},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.485154926776886},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.46281611919403076},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.45797961950302124},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4541657567024231},{"id":"https://openalex.org/keywords/software-bug","display_name":"Software bug","score":0.41075557470321655},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3904654085636139}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7734889984130859},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.749397337436676},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6553941965103149},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6200531125068665},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5983983278274536},{"id":"https://openalex.org/C176066374","wikidata":"https://www.wikidata.org/wiki/Q629118","display_name":"Fitness function","level":3,"score":0.5886813402175903},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5709329843521118},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5397184491157532},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5084971189498901},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.485154926776886},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.46281611919403076},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.45797961950302124},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4541657567024231},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.41075557470321655},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3904654085636139},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218126622501614","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126622501614","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W991094393","https://openalex.org/W1964962870","https://openalex.org/W1977321274","https://openalex.org/W1980851144","https://openalex.org/W2032751870","https://openalex.org/W2059115408","https://openalex.org/W2074805796","https://openalex.org/W2080521990","https://openalex.org/W2092382400","https://openalex.org/W2099919734","https://openalex.org/W2101728371","https://openalex.org/W2107323945","https://openalex.org/W2112658968","https://openalex.org/W2151666086","https://openalex.org/W2157825442","https://openalex.org/W2160988203","https://openalex.org/W2560646185","https://openalex.org/W2616916909","https://openalex.org/W2666681845","https://openalex.org/W2731743750","https://openalex.org/W2765338669","https://openalex.org/W2767768852","https://openalex.org/W2791812915","https://openalex.org/W2909172538","https://openalex.org/W2913405424","https://openalex.org/W2914582798","https://openalex.org/W2922408684","https://openalex.org/W3015404629","https://openalex.org/W3141989311","https://openalex.org/W3196561104","https://openalex.org/W3200530698"],"related_works":["https://openalex.org/W2345184372","https://openalex.org/W2985924212","https://openalex.org/W4327511089","https://openalex.org/W3034132578","https://openalex.org/W3195168932","https://openalex.org/W4293525103","https://openalex.org/W4288767684","https://openalex.org/W2187500075","https://openalex.org/W2374776489","https://openalex.org/W2383110306"],"abstract_inverted_index":{"Software":[0],"Defect":[1],"Prediction":[2],"(SDP)":[3],"involves":[4,66],"the":[5,13,48,74,86,95,105,131,139],"early":[6],"detection":[7],"of":[8,27,50,68,77,97,101],"fault-prone":[9],"modules":[10],"and":[11,16,30,99,116,143],"reduces":[12],"testing":[14],"efforts":[15],"cost.":[17],"Support":[18],"Vector":[19],"Machine":[20],"(SVM)-based":[21],"SDP":[22],"classifiers":[23],"use":[24],"large":[25],"amount":[26],"high-dimensional":[28],"data,":[29],"hence":[31],"feature":[32,41,87,92],"selection":[33,42],"(FS)":[34],"is":[35,43,110,119,125,135],"applied":[36],"for":[37,89],"better":[38,81,146],"accuracy.":[39],"Search-based":[40],"found":[44],"effective":[45],"to":[46,60],"improve":[47],"efficiency":[49],"predictors.":[51],"This":[52],"paper":[53],"proposes":[54],"a":[55],"genetic":[56,75],"evolution":[57,76],"(GeEv)":[58],"technique":[59,65],"select":[61],"features.":[62],"The":[63,108,123],"GeEv":[64,84,137],"introduction":[67],"diversity":[69],"at":[70],"intermediate":[71],"level":[72],"by":[73],"random":[78],"offspring":[79],"with":[80,127],"survival":[82],"capability.":[83],"searches":[85],"space":[88],"an":[90,113],"optimal":[91,117],"subset":[93],"using":[94,121],"performance":[96,124],"classification":[98],"number":[100],"features":[102],"selected":[103],"as":[104,112],"fitness":[106],"function.":[107],"FS":[109,141],"modeled":[111],"optimization":[114],"problem":[115],"solution":[118],"sought":[120],"GeEv.":[122],"compared":[126],"baseline":[128],"technique.":[129],"From":[130],"experimental":[132],"results,":[133],"it":[134],"shown":[136],"outperforms":[138],"competing":[140],"approach":[142],"can":[144],"achieve":[145],"accuracy":[147],"than":[148],"others":[149],"statistically.":[150]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}