{"id":"https://openalex.org/W4294723957","doi":"https://doi.org/10.1002/cpe.7305","title":"Prediction of software defects using deep learning with improved cuckoo search algorithm","display_name":"Prediction of software defects using deep learning with improved cuckoo search algorithm","publication_year":2022,"publication_date":"2022-09-06","ids":{"openalex":"https://openalex.org/W4294723957","doi":"https://doi.org/10.1002/cpe.7305"},"language":"en","primary_location":{"id":"doi:10.1002/cpe.7305","is_oa":false,"landing_page_url":"https://doi.org/10.1002/cpe.7305","pdf_url":null,"source":{"id":"https://openalex.org/S11065456","display_name":"Concurrency and Computation Practice and Experience","issn_l":"1532-0626","issn":["1532-0626","1532-0634"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Concurrency and Computation: Practice and Experience","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/A5108033231","display_name":"Dhanalaxmi Badvath","orcid":null},"institutions":[{"id":"https://openalex.org/I4210101034","display_name":"Birla Institute of Technology and Science - Hyderabad Campus","ror":"https://ror.org/014ctt859","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210101034","https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Dhanalaxmi Badvath","raw_affiliation_strings":["Department of Computer Science and Engineering Malla Reddy Institute of Engineering and Technology (Autonomous)  Hyderabad Telangana India"],"raw_orcid":"https://orcid.org/0000-0001-9551-8723","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering Malla Reddy Institute of Engineering and Technology (Autonomous)  Hyderabad Telangana India","institution_ids":["https://openalex.org/I4210101034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019211773","display_name":"Aruna safali Miriyala","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aruna safali Miriyala","raw_affiliation_strings":["Department of Computer Science and Engineering Dhanekula Institute of Engineering and Technology  Vijayawada Andhra Pradesh India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering Dhanekula Institute of Engineering and Technology  Vijayawada Andhra Pradesh India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080764204","display_name":"Sai chaitanya Kumar Gunupudi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sai chaitanya Kumar Gunupudi","raw_affiliation_strings":["Department of Computer Science and Engineering DVR & Dr. Hs Mic College of Technology  Kanchikacherla Andrapradesh India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering DVR & Dr. Hs Mic College of Technology  Kanchikacherla Andrapradesh India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064856330","display_name":"Parish venkata Kumar Kuricheti","orcid":null},"institutions":[{"id":"https://openalex.org/I116891498","display_name":"Siddhartha Medical College","ror":"https://ror.org/058pt1w78","country_code":"IN","type":"education","lineage":["https://openalex.org/I116891498"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Parish venkata Kumar Kuricheti","raw_affiliation_strings":["Department of Computer Applications Velagapudi Ramakrishna Siddhartha Engineering College  Vijayawada Andhra Pradesh India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Applications Velagapudi Ramakrishna Siddhartha Engineering College  Vijayawada Andhra Pradesh India","institution_ids":["https://openalex.org/I116891498"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5108033231"],"corresponding_institution_ids":["https://openalex.org/I4210101034"],"apc_list":{"value":4740,"currency":"USD","value_usd":4740},"apc_paid":null,"fwci":1.5951,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.87106005,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"34","issue":"26","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":0.9998999834060669,"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":0.9998999834060669,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.9990000128746033,"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/computer-science","display_name":"Computer science","score":0.7143412828445435},{"id":"https://openalex.org/keywords/software-bug","display_name":"Software bug","score":0.6549218893051147},{"id":"https://openalex.org/keywords/software-regression","display_name":"Software regression","score":0.6357583403587341},{"id":"https://openalex.org/keywords/software-metric","display_name":"Software metric","score":0.586326003074646},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5823685526847839},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.5806346535682678},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5635344386100769},{"id":"https://openalex.org/keywords/software-sizing","display_name":"Software sizing","score":0.5486732721328735},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5406472682952881},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5150046348571777},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4480750560760498},{"id":"https://openalex.org/keywords/software-system","display_name":"Software system","score":0.44185057282447815},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.42590904235839844},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3716469407081604},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.37040287256240845},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12535008788108826}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7143412828445435},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.6549218893051147},{"id":"https://openalex.org/C191727507","wikidata":"https://www.wikidata.org/wiki/Q24346","display_name":"Software regression","level":5,"score":0.6357583403587341},{"id":"https://openalex.org/C82214349","wikidata":"https://www.wikidata.org/wiki/Q657339","display_name":"Software metric","level":5,"score":0.586326003074646},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5823685526847839},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.5806346535682678},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5635344386100769},{"id":"https://openalex.org/C201515116","wikidata":"https://www.wikidata.org/wiki/Q7554363","display_name":"Software sizing","level":5,"score":0.5486732721328735},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5406472682952881},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5150046348571777},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4480750560760498},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.44185057282447815},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.42590904235839844},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3716469407081604},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.37040287256240845},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12535008788108826},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1002/cpe.7305","is_oa":false,"landing_page_url":"https://doi.org/10.1002/cpe.7305","pdf_url":null,"source":{"id":"https://openalex.org/S11065456","display_name":"Concurrency and Computation Practice and Experience","issn_l":"1532-0626","issn":["1532-0626","1532-0634"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Concurrency and Computation: Practice and Experience","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":27,"referenced_works":["https://openalex.org/W2560579200","https://openalex.org/W2586292313","https://openalex.org/W2744611928","https://openalex.org/W2772617084","https://openalex.org/W2783657687","https://openalex.org/W2787337551","https://openalex.org/W2789977158","https://openalex.org/W2791812915","https://openalex.org/W2793681838","https://openalex.org/W2805001156","https://openalex.org/W2894923858","https://openalex.org/W2898435572","https://openalex.org/W2898762959","https://openalex.org/W2901089373","https://openalex.org/W2945339223","https://openalex.org/W2945699300","https://openalex.org/W2947615792","https://openalex.org/W2955224058","https://openalex.org/W2998024052","https://openalex.org/W3008381189","https://openalex.org/W3012871725","https://openalex.org/W3014740133","https://openalex.org/W3017072194","https://openalex.org/W3106643019","https://openalex.org/W3131286900","https://openalex.org/W4246661108","https://openalex.org/W6786297682"],"related_works":["https://openalex.org/W3016442572","https://openalex.org/W2560424246","https://openalex.org/W2182881874","https://openalex.org/W2552613587","https://openalex.org/W2810283397","https://openalex.org/W4323782353","https://openalex.org/W4375947534","https://openalex.org/W3125658235","https://openalex.org/W4214674149","https://openalex.org/W2744194139"],"abstract_inverted_index":{"Summary":[0],"The":[1,16,121],"software":[2,14,28,32,42,98,105,119],"project":[3],"model":[4,9,18,165],"needs":[5],"a":[6,66,110],"defect":[7,99,171],"prediction":[8,100,102,159,172],"to":[10,30,79,113,133,145,149,157],"find":[11],"defect\u2010prone":[12],"file":[13],"systems.":[15],"fault\u2010prone":[17],"prediction,":[19],"predicting":[20],"bugs,":[21],"and":[22,46,61,101,137,174],"bug":[23],"removal":[24],"can":[25],"undertake":[26],"the":[27,37,75,97,104,118,139,151,158,178],"industry":[29],"achieve":[31],"quality.":[33],"Therefore,":[34],"automatically":[35],"forecasting":[36],"number":[38],"of":[39,85,103],"errors":[40],"in":[41,51,83,88,117],"modules":[43],"is":[44,132],"important,":[45],"it":[47],"may":[48],"assist":[49],"developers":[50],"allocating":[52],"limited":[53],"resources":[54],"more":[55],"efficiently.":[56],"Several":[57],"methods":[58],"for":[59,96,128],"detecting":[60],"repairing":[62],"such":[63],"flaws":[64],"at":[65],"low":[67],"cost":[68],"have":[69],"been":[70],"offered.":[71],"These":[72],"approaches,":[73],"on":[74,169],"other":[76],"hand,":[77],"need":[78],"be":[80],"significantly":[81],"improved":[82],"terms":[84],"performance.":[86],"Hence":[87],"this":[89],"article,":[90],"we":[91,108],"implement":[92],"an":[93],"ensemble":[94],"technique":[95,112],"bug.":[106],"Also,":[107],"proposed":[109,122,164],"hybrid":[111],"predict":[114],"several":[115],"defects":[116],"system.":[120],"approach":[123],"uses":[124],"principle":[125],"component":[126],"analysis":[127],"feature":[129],"extraction":[130],"which":[131],"improve":[134],"further":[135],"performance":[136],"control":[138],"optimization":[140],"problem.":[141],"Classifiers":[142],"were":[143],"applied":[144],"five":[146],"PROMISE":[147],"datasets":[148],"determine":[150],"greatest":[152],"implemented":[153],"classifier":[154],"with":[155],"respect":[156],"achievement":[160],"measuring":[161],"factor.":[162],"Our":[163],"yields":[166],"greater":[167],"results":[168],"solving":[170],"problems":[173],"showing":[175],"enhancement":[176],"toward":[177],"existing":[179],"model.":[180]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}