{"id":"https://openalex.org/W4410358940","doi":"https://doi.org/10.1109/icoin63865.2025.10993128","title":"HSoMLSDP: A Hybrid Swarm-Optimized Machine Learning Software Defect Prediction Framework","display_name":"HSoMLSDP: A Hybrid Swarm-Optimized Machine Learning Software Defect Prediction Framework","publication_year":2025,"publication_date":"2025-01-15","ids":{"openalex":"https://openalex.org/W4410358940","doi":"https://doi.org/10.1109/icoin63865.2025.10993128"},"language":"en","primary_location":{"id":"doi:10.1109/icoin63865.2025.10993128","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icoin63865.2025.10993128","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Information Networking (ICOIN)","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/A5025260737","display_name":"Madhusmita Das","orcid":"https://orcid.org/0009-0000-8645-9768"},"institutions":[{"id":"https://openalex.org/I11880225","display_name":"National Institute of Technology Karnataka","ror":"https://ror.org/01hz4v948","country_code":"IN","type":"education","lineage":["https://openalex.org/I11880225"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Madhusmita Das","raw_affiliation_strings":["National Institute of Technology Karnataka, Surathkal,Department of Information Technology,Mangalore,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Technology Karnataka, Surathkal,Department of Information Technology,Mangalore,India","institution_ids":["https://openalex.org/I11880225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032581304","display_name":"Biju R. Mohan","orcid":"https://orcid.org/0000-0002-3928-8924"},"institutions":[{"id":"https://openalex.org/I11880225","display_name":"National Institute of Technology Karnataka","ror":"https://ror.org/01hz4v948","country_code":"IN","type":"education","lineage":["https://openalex.org/I11880225"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Biju R. Mohan","raw_affiliation_strings":["National Institute of Technology Karnataka, Surathkal,Department of Information Technology,Mangalore,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Technology Karnataka, Surathkal,Department of Information Technology,Mangalore,India","institution_ids":["https://openalex.org/I11880225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007453385","display_name":"Ram Mohana Reddy Guddeti","orcid":"https://orcid.org/0000-0003-1361-3837"},"institutions":[{"id":"https://openalex.org/I11880225","display_name":"National Institute of Technology Karnataka","ror":"https://ror.org/01hz4v948","country_code":"IN","type":"education","lineage":["https://openalex.org/I11880225"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ram Mohana Reddy Guddeti","raw_affiliation_strings":["National Institute of Technology Karnataka, Surathkal,Department of Information Technology,Mangalore,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Technology Karnataka, Surathkal,Department of Information Technology,Mangalore,India","institution_ids":["https://openalex.org/I11880225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I11880225"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13029142,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"481","last_page":"486"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.996399998664856,"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":0.996399998664856,"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":0.9696999788284302,"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":0.967199981212616,"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":0.7660248279571533},{"id":"https://openalex.org/keywords/swarm-behaviour","display_name":"Swarm behaviour","score":0.5723507404327393},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47632986307144165},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4478342831134796},{"id":"https://openalex.org/keywords/software-bug","display_name":"Software bug","score":0.44014447927474976},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4374784827232361},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1763785481452942}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7660248279571533},{"id":"https://openalex.org/C181335050","wikidata":"https://www.wikidata.org/wiki/Q14915018","display_name":"Swarm behaviour","level":2,"score":0.5723507404327393},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47632986307144165},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4478342831134796},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.44014447927474976},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4374784827232361},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1763785481452942}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icoin63865.2025.10993128","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icoin63865.2025.10993128","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Information Networking (ICOIN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2097883090","https://openalex.org/W2143560894","https://openalex.org/W2585392941","https://openalex.org/W4381163597","https://openalex.org/W4382050224","https://openalex.org/W4391165725","https://openalex.org/W4395070523","https://openalex.org/W4395090630","https://openalex.org/W4396679425","https://openalex.org/W4400894493","https://openalex.org/W4401610572"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Defect":[0],"prediction":[1,47,66,79],"plays":[2],"a":[3,40,61,88],"crucial":[4],"role":[5],"for":[6],"any":[7],"software":[8,45,52],"system":[9],"across":[10],"various":[11],"domains,":[12],"as":[13,28,96],"its":[14,163],"failure":[15],"may":[16],"cause":[17],"unavoidable":[18],"and":[19,165],"undeniable":[20],"scenarios.":[21],"For":[22],"reliable":[23],"software,":[24],"defect-free":[25],"is":[26,139,151],"considered":[27],"one":[29],"of":[30,75,81,115,130,177,188,195,200],"the":[31,70,77,82,97,111,116,126,131,136,144,147,171,175,185,189,198,201,206],"most":[32],"important":[33],"criteria.":[34],"This":[35],"research":[36],"aims":[37],"to":[38,50,56,95,142,161,183],"design":[39],"hybrid":[41,89],"swarm-optimized":[42,62],"machine":[43,63],"learning":[44,64],"defect":[46,65,78,186],"(HSoMLSDP)":[48],"framework":[49],"predict":[51],"defects.":[53],"We":[54],"strive":[55],"do":[57],"this":[58,85],"by":[59,154],"designing":[60],"(SoMLDP)":[67],"model":[68],"within":[69],"HSoMLSDP":[71,145,207],"framework.":[72,208],"In":[73],"pursuit":[74],"enhancing":[76],"accuracy":[80,187,196],"SoMLDP":[83,190,202],"model,":[84,203],"paper":[86],"introduces":[87],"swarm":[90],"optimization":[91,103,122],"algorithm":[92,123,138],"(SOA)":[93],"referred":[94],"gravitational":[98,117],"force":[99,118],"L\u00e9vy":[100,119],"flight":[101,120],"grasshopper":[102,121],"algorithm-artificial":[104],"bee":[105,133],"colony":[106,134],"(GFLFGOA-ABC)":[107],"algorithm.":[108],"By":[109],"combining":[110],"enhanced":[112],"exploration":[113],"feature":[114],"(GFLFGOA)":[124],"with":[125],"robust":[127],"exploitation":[128],"capacity":[129],"artificial":[132],"(ABC),":[135],"GFLFGOA-ABC":[137],"proposed.":[140],"Prior":[141],"validating":[143,205],"framework,":[146],"LFGFGOA-ABC":[148],"algorithm\u2019s":[149],"performance":[150],"first":[152],"confirmed":[153],"experiments":[155],"on":[156],"6":[157],"benchmark":[158],"functions":[159],"(BFs)":[160],"assess":[162],"mean":[164],"convergence":[166],"rate.":[167],"Following":[168],"BF":[169],"verification,":[170],"second":[172],"experiment":[173],"tunes":[174],"hyperparameters":[176],"ML":[178],"models":[179],"(ANN,":[180],"GB,":[181],"XGB)":[182],"improve":[184],"model.":[191],"As":[192],"an":[193],"enhancement":[194],"justifies":[197],"correctness":[199],"thus":[204]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}