{"id":"https://openalex.org/W4387914257","doi":"https://doi.org/10.1109/codit58514.2023.10284164","title":"Bug Resolution Prediction for Open-Source Software Using Ensembles of Instance Selection Algorithms","display_name":"Bug Resolution Prediction for Open-Source Software Using Ensembles of Instance Selection Algorithms","publication_year":2023,"publication_date":"2023-07-03","ids":{"openalex":"https://openalex.org/W4387914257","doi":"https://doi.org/10.1109/codit58514.2023.10284164"},"language":"en","primary_location":{"id":"doi:10.1109/codit58514.2023.10284164","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit58514.2023.10284164","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 9th International Conference on Control, Decision and Information Technologies (CoDIT)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5104076417","display_name":"Chaymae Miloudi","orcid":null},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Chaymae Miloudi","raw_affiliation_strings":["ENSIAS, Mohammed V University in Rabat,Software Project Management Team,Morocco","Software Project Management Team, ENSIAS, Mohammed V University in Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ENSIAS, Mohammed V University in Rabat,Software Project Management Team,Morocco","institution_ids":["https://openalex.org/I126477371"]},{"raw_affiliation_string":"Software Project Management Team, ENSIAS, Mohammed V University in Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001183946","display_name":"Laila Cheikhi","orcid":"https://orcid.org/0009-0002-1574-2499"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Laila Cheikhi","raw_affiliation_strings":["ENSIAS, Mohammed V University in Rabat,Software Project Management Team,Morocco","Software Project Management Team, ENSIAS, Mohammed V University in Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ENSIAS, Mohammed V University in Rabat,Software Project Management Team,Morocco","institution_ids":["https://openalex.org/I126477371"]},{"raw_affiliation_string":"Software Project Management Team, ENSIAS, Mohammed V University in Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000218612","display_name":"Ali Idri","orcid":"https://orcid.org/0000-0002-4586-4158"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ali Idri","raw_affiliation_strings":["ENSIAS, Mohammed V University in Rabat,Software Project Management Team,Morocco","Software Project Management Team, ENSIAS, Mohammed V University in Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ENSIAS, Mohammed V University in Rabat,Software Project Management Team,Morocco","institution_ids":["https://openalex.org/I126477371"]},{"raw_affiliation_string":"Software Project Management Team, ENSIAS, Mohammed V University in Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005239946","display_name":"Alain Abran","orcid":"https://orcid.org/0000-0003-2670-9061"},"institutions":[{"id":"https://openalex.org/I9736820","display_name":"\u00c9cole de Technologie Sup\u00e9rieure","ror":"https://ror.org/0020snb74","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I9736820"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Alain Abran","raw_affiliation_strings":["Ecole de Technologie Superieure,Department of Software Engineering &#x0026; Information Technology,Montreal,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ecole de Technologie Superieure,Department of Software Engineering &#x0026; Information Technology,Montreal,Canada","institution_ids":["https://openalex.org/I9736820"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"695","last_page":"700"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9997000098228455,"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":0.9997000098228455,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.9958000183105469,"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":0.7603640556335449},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6965984106063843},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6608583927154541},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6517106294631958},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5872151255607605},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5514861941337585},{"id":"https://openalex.org/keywords/software-bug","display_name":"Software bug","score":0.5408996939659119},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.49238669872283936},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.46785953640937805},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.45319828391075134},{"id":"https://openalex.org/keywords/random-subspace-method","display_name":"Random subspace method","score":0.43252283334732056},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4302530288696289},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4267573356628418},{"id":"https://openalex.org/keywords/open-source","display_name":"Open source","score":0.4218381345272064},{"id":"https://openalex.org/keywords/k-nearest-neighbors-algorithm","display_name":"k-nearest neighbors algorithm","score":0.41588035225868225},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3843708634376526}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7603640556335449},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6965984106063843},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6608583927154541},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6517106294631958},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5872151255607605},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5514861941337585},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.5408996939659119},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.49238669872283936},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.46785953640937805},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.45319828391075134},{"id":"https://openalex.org/C106135958","wikidata":"https://www.wikidata.org/wiki/Q7291993","display_name":"Random subspace method","level":3,"score":0.43252283334732056},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4302530288696289},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4267573356628418},{"id":"https://openalex.org/C3018397939","wikidata":"https://www.wikidata.org/wiki/Q3644502","display_name":"Open source","level":3,"score":0.4218381345272064},{"id":"https://openalex.org/C113238511","wikidata":"https://www.wikidata.org/wiki/Q1071612","display_name":"k-nearest neighbors algorithm","level":2,"score":0.41588035225868225},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3843708634376526},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/codit58514.2023.10284164","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit58514.2023.10284164","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 9th International Conference on Control, Decision and Information Technologies (CoDIT)","raw_type":"proceedings-article"},{"id":"pmh:oai:espace2.etsmtl.ca:28134","is_oa":false,"landing_page_url":"https://espace2.etsmtl.ca/id/eprint/28134/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402392","display_name":"Espace \u00c9TS (ETS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1341030882","host_organization_name":"Educational Testing Service","host_organization_lineage":["https://openalex.org/I1341030882"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Compte rendu de conf\u00e9rence"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4099999964237213,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W133412430","https://openalex.org/W1523590985","https://openalex.org/W1535540078","https://openalex.org/W2011762057","https://openalex.org/W2105776892","https://openalex.org/W2151537585","https://openalex.org/W2184352032","https://openalex.org/W2213053788","https://openalex.org/W2330210193","https://openalex.org/W2468539463","https://openalex.org/W2612887981","https://openalex.org/W2734514172","https://openalex.org/W2810286522","https://openalex.org/W2887220169","https://openalex.org/W2901885543","https://openalex.org/W2933672438","https://openalex.org/W3012166992","https://openalex.org/W3030632202","https://openalex.org/W3113607949","https://openalex.org/W4220775924","https://openalex.org/W4235456164","https://openalex.org/W4239944110","https://openalex.org/W4285169387","https://openalex.org/W6787745695","https://openalex.org/W6840187700"],"related_works":["https://openalex.org/W2320442256","https://openalex.org/W2052615004","https://openalex.org/W2143234973","https://openalex.org/W152772766","https://openalex.org/W2397292208","https://openalex.org/W2115571148","https://openalex.org/W1981866886","https://openalex.org/W3042449232","https://openalex.org/W2043894790","https://openalex.org/W2158177428"],"abstract_inverted_index":{"Studies":[0],"about":[1],"maintenance":[2],"effort":[3],"estimation":[4],"of":[5,12,24,46,51,64,95,111],"open-source":[6],"software":[7],"have":[8],"investigated":[9,31,105],"the":[10,17,44,49,96,104,109,116],"impact":[11,45],"single":[13,79,117],"instance":[14,80,118],"selection":[15,81,119],"on":[16,48,77,83],"performance":[18,50,110],"machine":[19],"learning":[20],"techniques.":[21,61],"However,":[22],"Ensemble":[23],"Instance":[25],"Selection":[26],"(EIS)":[27],"has":[28],"not":[29],"been":[30],"for":[32,36],"this":[33],"topic,":[34],"especially":[35],"bug":[37],"resolution":[38],"prediction.":[39],"This":[40],"empirical":[41],"study":[42],"considers":[43],"EIS":[47,106],"k-Nearest":[52],"Neighbor,":[53],"Support":[54],"Vector":[55],"Machine,":[56],"and":[57,71,114],"Multinomial":[58],"Na\u00efve":[59],"Bayes":[60],"A":[62],"set":[63],"27":[65],"classifiers":[66,113],"are":[67,88],"built":[68,97],"using":[69],"Bagging":[70],"Random":[72],"Feature":[73],"Subset":[74],"Ensembles":[75],"based":[76],"AllkNN":[78],"algorithm":[82],"three":[84],"datasets.":[85],"The":[86,100],"results":[87,101],"presented,":[89],"together":[90],"with":[91],"a":[92],"comparative":[93],"analysis":[94],"classifiers'":[98],"performance.":[99],"show":[102],"that":[103],"algorithms":[107],"improve":[108],"ML":[112],"outperform":[115],"algorithm-based":[120],"classifiers.":[121]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
