{"id":"https://openalex.org/W2954727056","doi":"https://doi.org/10.1504/ijcat.2019.10022098","title":"Improved Bayesian regularisation using neural networks based on feature selection for software defect prediction","display_name":"Improved Bayesian regularisation using neural networks based on feature selection for software defect prediction","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2954727056","doi":"https://doi.org/10.1504/ijcat.2019.10022098","mag":"2954727056"},"language":"en","primary_location":{"id":"doi:10.1504/ijcat.2019.10022098","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijcat.2019.10022098","pdf_url":null,"source":{"id":"https://openalex.org/S4210207686","display_name":"International Journal of Computer Applications in Technology","issn_l":"0952-8091","issn":["0952-8091","1741-5047"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Applications in Technology","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/A5065892243","display_name":"M. Lilly Florence","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"M. Lilly Florence","raw_affiliation_strings":["Department of Computer Science and Engineering, Adhiyamaan Engineering College, Hosur, Tamilnadu, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Adhiyamaan Engineering College, Hosur, Tamilnadu, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110911956","display_name":"R. Jayanthi","orcid":null},"institutions":[{"id":"https://openalex.org/I196608512","display_name":"PES University","ror":"https://ror.org/05m169e78","country_code":"IN","type":"education","lineage":["https://openalex.org/I196608512"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"R. Jayanthi","raw_affiliation_strings":["MCA Department, PESIT-BSC, Bangalore, Karnataka, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MCA Department, PESIT-BSC, Bangalore, Karnataka, India","institution_ids":["https://openalex.org/I196608512"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09125274,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"60","issue":"3","first_page":"225","last_page":"225"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9991999864578247,"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":0.9991999864578247,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9983999729156494,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9975000023841858,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7883651256561279},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7389110326766968},{"id":"https://openalex.org/keywords/software-bug","display_name":"Software bug","score":0.703827440738678},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6994276642799377},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6266794204711914},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5604138374328613},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4895494878292084},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.48328617215156555},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4768063724040985},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.47393542528152466},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4700518846511841},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.4446299970149994},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.2650415897369385}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7883651256561279},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7389110326766968},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.703827440738678},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6994276642799377},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6266794204711914},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5604138374328613},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4895494878292084},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.48328617215156555},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4768063724040985},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.47393542528152466},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4700518846511841},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.4446299970149994},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.2650415897369385},{"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:10.1504/ijcat.2019.10022098","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijcat.2019.10022098","pdf_url":null,"source":{"id":"https://openalex.org/S4210207686","display_name":"International Journal of Computer Applications in Technology","issn_l":"0952-8091","issn":["0952-8091","1741-5047"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Applications in Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3147584709","https://openalex.org/W2977677679","https://openalex.org/W2380784125","https://openalex.org/W1992327129","https://openalex.org/W2914806737","https://openalex.org/W2381986121","https://openalex.org/W3004057759","https://openalex.org/W4386564352","https://openalex.org/W2952668426","https://openalex.org/W2825254172"],"abstract_inverted_index":{"Demand":[0],"for":[1,66,107],"software-based":[2],"applications":[3],"has":[4],"grown":[5],"drastically":[6],"in":[7,89,147,151],"various":[8],"real-time":[9],"applications.":[10],"However,":[11,94],"software":[12,45,70],"testing":[13,25,46],"schemes":[14],"have":[15,53],"been":[16,54],"developed":[17,103],"which":[18],"include":[19],"manual":[20],"and":[21,29,79,134],"automatic":[22,44],"testing.":[23],"Manual":[24],"requires":[26],"human":[27],"effort":[28],"chances":[30],"of":[31,38,69,91,117],"error":[32],"may":[33],"still":[34],"affect":[35],"the":[36,62,115,127,141,149],"quality":[37],"software.":[39,152],"To":[40],"overcome":[41],"this":[42,57,95],"issue,":[43],"techniques":[47,52],"based":[48],"on":[49,61],"machine":[50,63],"learning":[51,64],"developed.":[55],"In":[56],"work,":[58],"we":[59,102,131],"focus":[60],"scheme":[65],"early":[67],"prediction":[68],"defects":[71,150],"using":[72],"Levenberg-Marquardt":[73],"algorithm":[74],"(LM),":[75],"Back":[76],"Propagation":[77],"(BP)":[78],"Bayesian":[80,84],"Regularisation":[81],"(BR)":[82],"techniques.":[83],"regularisation":[85],"achieves":[86,144],"better":[87,145],"performance":[88,96,116,146],"terms":[90],"bug":[92],"prediction.":[93],"can":[97],"be":[98],"enhanced":[99],"further.":[100],"Hence,":[101],"a":[104],"novel":[105],"approach":[106,143],"attribute":[108],"selection-based":[109],"feature":[110],"selection":[111],"technique":[112],"to":[113],"improve":[114],"BR":[118],"classification.":[119],"An":[120],"extensive":[121],"study":[122,138],"is":[123],"carried":[124],"out":[125],"with":[126],"PROMISE":[128],"repository":[129],"where":[130],"considered":[132],"KC1":[133],"JM1":[135],"datasets.":[136],"Experimental":[137],"shows":[139],"that":[140],"proposed":[142],"predicting":[148]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}