{"id":"https://openalex.org/W4409013654","doi":"https://doi.org/10.1109/bigcomp64353.2025.00033","title":"Enhancing Software Defect Prediction:Integrating SAINT with Ant Colony Optimization and Explainable AI","display_name":"Enhancing Software Defect Prediction:Integrating SAINT with Ant Colony Optimization and Explainable AI","publication_year":2025,"publication_date":"2025-02-09","ids":{"openalex":"https://openalex.org/W4409013654","doi":"https://doi.org/10.1109/bigcomp64353.2025.00033"},"language":"en","primary_location":{"id":"doi:10.1109/bigcomp64353.2025.00033","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigcomp64353.2025.00033","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Big Data and Smart Computing (BigComp)","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/A5120644475","display_name":"Sriman Mohapatra","orcid":"https://orcid.org/0000-0003-3006-6337"},"institutions":[{"id":"https://openalex.org/I80611190","display_name":"Jeonbuk National University","ror":"https://ror.org/05q92br09","country_code":"KR","type":"education","lineage":["https://openalex.org/I80611190"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Sriman Mohapatra","raw_affiliation_strings":["Jeonbuk National University,Department of Software Engineering,Jeonju,South Korea"],"affiliations":[{"raw_affiliation_string":"Jeonbuk National University,Department of Software Engineering,Jeonju,South Korea","institution_ids":["https://openalex.org/I80611190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056045477","display_name":"Eunbin Ju","orcid":null},"institutions":[{"id":"https://openalex.org/I80611190","display_name":"Jeonbuk National University","ror":"https://ror.org/05q92br09","country_code":"KR","type":"education","lineage":["https://openalex.org/I80611190"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Eunjeong Ju","raw_affiliation_strings":["Jeonbuk National University,Department of Software Engineering,Jeonju,South Korea"],"affiliations":[{"raw_affiliation_string":"Jeonbuk National University,Department of Software Engineering,Jeonju,South Korea","institution_ids":["https://openalex.org/I80611190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101848010","display_name":"Jeonghwa Lee","orcid":"https://orcid.org/0000-0003-2369-7683"},"institutions":[{"id":"https://openalex.org/I80611190","display_name":"Jeonbuk National University","ror":"https://ror.org/05q92br09","country_code":"KR","type":"education","lineage":["https://openalex.org/I80611190"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jeonghwa Lee","raw_affiliation_strings":["Jeonbuk National University,Department of Software Engineering,Jeonju,South Korea"],"affiliations":[{"raw_affiliation_string":"Jeonbuk National University,Department of Software Engineering,Jeonju,South Korea","institution_ids":["https://openalex.org/I80611190"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079355233","display_name":"Duksan Ryu","orcid":"https://orcid.org/0000-0002-9556-0873"},"institutions":[{"id":"https://openalex.org/I80611190","display_name":"Jeonbuk National University","ror":"https://ror.org/05q92br09","country_code":"KR","type":"education","lineage":["https://openalex.org/I80611190"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Duksan Ryu","raw_affiliation_strings":["Jeonbuk National University,Department of Software Engineering,Jeonju,South Korea"],"affiliations":[{"raw_affiliation_string":"Jeonbuk National University,Department of Software Engineering,Jeonju,South Korea","institution_ids":["https://openalex.org/I80611190"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5120644475"],"corresponding_institution_ids":["https://openalex.org/I80611190"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08468619,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"113","last_page":"114"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9973000288009644,"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":0.9973000288009644,"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":0.98089998960495,"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":0.9460999965667725,"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/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.7777713537216187},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7022284269332886},{"id":"https://openalex.org/keywords/ant","display_name":"ANT","score":0.592528223991394},{"id":"https://openalex.org/keywords/saint","display_name":"SAINT","score":0.5415056943893433},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5192427635192871},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.47186535596847534},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36012089252471924},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3403177559375763},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.13128772377967834},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10635414719581604},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.06592631340026855}],"concepts":[{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.7777713537216187},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7022284269332886},{"id":"https://openalex.org/C97467695","wikidata":"https://www.wikidata.org/wiki/Q295802","display_name":"ANT","level":2,"score":0.592528223991394},{"id":"https://openalex.org/C2780415144","wikidata":"https://www.wikidata.org/wiki/Q7388582","display_name":"SAINT","level":2,"score":0.5415056943893433},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5192427635192871},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.47186535596847534},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36012089252471924},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3403177559375763},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.13128772377967834},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10635414719581604},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.06592631340026855}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigcomp64353.2025.00033","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigcomp64353.2025.00033","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Big Data and Smart Computing (BigComp)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320321408","display_name":"Ministry of Education","ror":"https://ror.org/01p262204"},{"id":"https://openalex.org/F4320322028","display_name":"Korea Foundation","ror":"https://ror.org/004zhf707"},{"id":"https://openalex.org/F4320322037","display_name":"Nuclear Safety and Security Commission","ror":"https://ror.org/05qk3ge34"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W2295598076","https://openalex.org/W2945699300","https://openalex.org/W4308095718","https://openalex.org/W6796927292"],"related_works":["https://openalex.org/W2499450720","https://openalex.org/W1989918829","https://openalex.org/W2241746889","https://openalex.org/W2280138438","https://openalex.org/W3161574513","https://openalex.org/W2075115745","https://openalex.org/W629824025","https://openalex.org/W2253992237","https://openalex.org/W4237535716","https://openalex.org/W2110363036"],"abstract_inverted_index":{"Software":[0],"Defect":[1],"Prediction":[2,61,64],"(SDP)":[3],"enhances":[4],"software":[5],"quality":[6],"by":[7],"identifying":[8],"error-prone":[9],"modules":[10],"early":[11],"in":[12,80],"development.":[13],"While":[14],"deep":[15],"learning":[16],"models":[17,33,79],"like":[18],"SAINT":[19,30,76],"improve":[20],"prediction":[21],"accuracy,":[22],"their":[23],"complexity":[24],"limits":[25],"interpretability.":[26],"This":[27],"study":[28],"evaluates":[29],"against":[31],"traditional":[32,78],"(XGBoost,":[34],"Random":[35],"Forest,":[36],"CatBoost)":[37],"and":[38,49,69,87],"addresses":[39],"interpretability":[40],"using":[41],"Ant":[42],"Colony":[43],"Optimization":[44],"(ACO)":[45],"for":[46,55,94],"feature":[47],"selection":[48],"hyperparameter":[50],"tuning,":[51],"along":[52],"with":[53],"LIME":[54,88],"explaining":[56],"predictions.":[57],"Performance":[58],"metrics,":[59],"including":[60],"Detection":[62],"(PD),":[63],"False":[65],"Alarm":[66],"(PF),":[67],"Balance,":[68],"Fault":[70],"Identification":[71],"Rate":[72],"(FIR),":[73],"demonstrate":[74],"that":[75],"outperforms":[77],"accuracy.":[81],"The":[82],"integration":[83],"of":[84],"SAINT,":[85],"ACO,":[86],"provides":[89],"a":[90],"robust,":[91],"transparent":[92],"framework":[93],"real-world":[95],"SDP":[96],"applications.":[97]},"counts_by_year":[],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}