{"id":"https://openalex.org/W7123344955","doi":"https://doi.org/10.1109/dsa66321.2025.00048","title":"A Novel Cross Project Defect Prediction Method Based on Data Filter","display_name":"A Novel Cross Project Defect Prediction Method Based on Data Filter","publication_year":2025,"publication_date":"2025-11-24","ids":{"openalex":"https://openalex.org/W7123344955","doi":"https://doi.org/10.1109/dsa66321.2025.00048"},"language":null,"primary_location":{"id":"doi:10.1109/dsa66321.2025.00048","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsa66321.2025.00048","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 12th International Conference on Dependable Systems and Their Applications (DSA)","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/A5122881466","display_name":"Shiqi Tang","orcid":null},"institutions":[{"id":"https://openalex.org/I96478251","display_name":"Hunan Institute of Technology","ror":"https://ror.org/04n3k2k71","country_code":"CN","type":"education","lineage":["https://openalex.org/I96478251"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shiqi Tang","raw_affiliation_strings":["College of Computer Sciences and Engineering, Hunan Institute of Technology,Hengyang,Hunan,China"],"affiliations":[{"raw_affiliation_string":"College of Computer Sciences and Engineering, Hunan Institute of Technology,Hengyang,Hunan,China","institution_ids":["https://openalex.org/I96478251"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122891316","display_name":"Minggui Song","orcid":null},"institutions":[{"id":"https://openalex.org/I96478251","display_name":"Hunan Institute of Technology","ror":"https://ror.org/04n3k2k71","country_code":"CN","type":"education","lineage":["https://openalex.org/I96478251"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minggui Song","raw_affiliation_strings":["College of Computer Sciences and Engineering, Hunan Institute of Technology,Hengyang,Hunan,China"],"affiliations":[{"raw_affiliation_string":"College of Computer Sciences and Engineering, Hunan Institute of Technology,Hengyang,Hunan,China","institution_ids":["https://openalex.org/I96478251"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024666296","display_name":"Hu Zhang","orcid":"https://orcid.org/0000-0002-6894-0926"},"institutions":[{"id":"https://openalex.org/I96478251","display_name":"Hunan Institute of Technology","ror":"https://ror.org/04n3k2k71","country_code":"CN","type":"education","lineage":["https://openalex.org/I96478251"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhang Hu","raw_affiliation_strings":["College of Computer Sciences and Engineering, Hunan Institute of Technology,Hengyang,Hunan,China"],"affiliations":[{"raw_affiliation_string":"College of Computer Sciences and Engineering, Hunan Institute of Technology,Hengyang,Hunan,China","institution_ids":["https://openalex.org/I96478251"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5122862165","display_name":"Lingzhi Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I96478251","display_name":"Hunan Institute of Technology","ror":"https://ror.org/04n3k2k71","country_code":"CN","type":"education","lineage":["https://openalex.org/I96478251"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingzhi Zhu","raw_affiliation_strings":["College of Computer Sciences and Engineering, Hunan Institute of Technology,Hengyang,Hunan,China"],"affiliations":[{"raw_affiliation_string":"College of Computer Sciences and Engineering, Hunan Institute of Technology,Hengyang,Hunan,China","institution_ids":["https://openalex.org/I96478251"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5122881466"],"corresponding_institution_ids":["https://openalex.org/I96478251"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.82428554,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"345","last_page":"353"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9765999913215637,"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":0.9765999913215637,"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.0035000001080334187,"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.0034000000450760126,"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/software","display_name":"Software","score":0.6370999813079834},{"id":"https://openalex.org/keywords/software-bug","display_name":"Software bug","score":0.5349000096321106},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5117999911308289},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.46059998869895935},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.3564999997615814},{"id":"https://openalex.org/keywords/software-metric","display_name":"Software metric","score":0.34709998965263367},{"id":"https://openalex.org/keywords/software-sizing","display_name":"Software sizing","score":0.3066999912261963}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7182999849319458},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.6370999813079834},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6297000050544739},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.5349000096321106},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5117999911308289},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.46059998869895935},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39809998869895935},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37040001153945923},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.3564999997615814},{"id":"https://openalex.org/C82214349","wikidata":"https://www.wikidata.org/wiki/Q657339","display_name":"Software metric","level":5,"score":0.34709998965263367},{"id":"https://openalex.org/C201515116","wikidata":"https://www.wikidata.org/wiki/Q7554363","display_name":"Software sizing","level":5,"score":0.3066999912261963},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.2915000021457672},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.29100000858306885},{"id":"https://openalex.org/C180152950","wikidata":"https://www.wikidata.org/wiki/Q2904257","display_name":"Software development process","level":4,"score":0.29089999198913574},{"id":"https://openalex.org/C55037315","wikidata":"https://www.wikidata.org/wiki/Q5421151","display_name":"Experimental data","level":2,"score":0.2809999883174896},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.2808000147342682},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.2768000066280365},{"id":"https://openalex.org/C2781170535","wikidata":"https://www.wikidata.org/wiki/Q30587856","display_name":"Noisy data","level":2,"score":0.272599995136261},{"id":"https://openalex.org/C102634674","wikidata":"https://www.wikidata.org/wiki/Q868473","display_name":"Smoothness","level":2,"score":0.2615000009536743},{"id":"https://openalex.org/C81388566","wikidata":"https://www.wikidata.org/wiki/Q526668","display_name":"Sigmoid function","level":3,"score":0.2547000050544739}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dsa66321.2025.00048","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsa66321.2025.00048","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 12th International Conference on Dependable Systems and Their Applications (DSA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5452444553375244}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Software":[0],"defect":[1,43,55,73,104],"prediction(SDP)":[2],"is":[3,181],"an":[4],"important":[5],"technique":[6,75],"in":[7,16,29,76],"software":[8,17,26,42,54],"testing,":[9],"which":[10],"can":[11],"predict":[12],"the":[13,19,31,86,125,138,176],"potential":[14],"defects":[15],"during":[18],"early":[20],"stages":[21],"of":[22,33,88],"development":[23],"and":[24,168],"improving":[25],"quality.":[27],"However,":[28],"practice,":[30],"lack":[32],"historical":[34],"data":[35,65,107],"often":[36],"makes":[37],"it":[38],"difficult":[39],"for":[40],"traditional":[41],"prediction":[44,56,74,109,147],"methods":[45,68,81,161],"to":[46,124,133,144],"achieve":[47],"satisfactory":[48],"results.":[49],"As":[50],"a":[51,70,101],"result,":[52],"cross-project":[53,103],"(CPDP)":[57],"techniques":[58],"have":[59],"gained":[60],"increasing":[61],"attention.":[62],"Among":[63],"these,":[64],"filter-based(namely":[66],"DF)":[67],"are":[69,122],"relatively":[71],"mainstream":[72],"CPDP.":[77],"Nevertheless,":[78],"current":[79],"DF":[80],"usually":[82],"do":[83],"not":[84],"consider":[85],"issue":[87],"concept":[89],"Shift":[90],"between":[91],"different":[92,131],"projects.":[93],"To":[94],"overcome":[95],"this":[96,98],"problem,":[97],"paper":[99,155],"proposes":[100],"novel":[102],"based":[105,136,149],"on":[106,137,150,162],"filter":[108],"method":[110,114],"called":[111],"TrDF.":[112],"This":[113,154],"first":[115],"selects":[116],"multiple":[117],"source":[118],"project":[119],"datasets":[120,135],"that":[121,175],"similar":[123],"target":[126],"project.":[127],"Then,":[128],"we":[129,142],"assigns":[130],"weights":[132],"these":[134,151,152],"smoothness":[139],"assumption.":[140],"Finally,":[141],"bagging":[143],"train":[145],"efect":[146],"classifier":[148],"weights.":[153],"compares":[156],"TrDF":[157,180],"with":[158],"other":[159,184],"CPDP":[160,185],"11":[163],"datasets,":[164],"measuring":[165],"their":[166],"F1-score":[167],"G-mean":[169],"values.":[170],"The":[171],"experimental":[172],"results":[173],"show":[174],"performance":[177],"achieved":[178],"by":[179],"better":[182],"than":[183],"methods.":[186]},"counts_by_year":[],"updated_date":"2026-01-14T00:46:21.520733","created_date":"2026-01-14T00:00:00"}
