{"id":"https://openalex.org/W7140103907","doi":"https://doi.org/10.1007/s41060-026-01061-5","title":"Toward a taxonomy and empirical benchmark of bagging methods for imbalanced classification","display_name":"Toward a taxonomy and empirical benchmark of bagging methods for imbalanced classification","publication_year":2026,"publication_date":"2026-03-23","ids":{"openalex":"https://openalex.org/W7140103907","doi":"https://doi.org/10.1007/s41060-026-01061-5"},"language":"en","primary_location":{"id":"doi:10.1007/s41060-026-01061-5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s41060-026-01061-5","pdf_url":null,"source":{"id":"https://openalex.org/S4210195017","display_name":"International Journal of Data Science and Analytics","issn_l":"2364-415X","issn":["2364-415X","2364-4168"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Science and Analytics","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/A5020981078","display_name":"Yousef Abdi","orcid":null},"institutions":[{"id":"https://openalex.org/I41832843","display_name":"University of Tabriz","ror":"https://ror.org/01papkj44","country_code":"IR","type":"education","lineage":["https://openalex.org/I41832843"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Yousef Abdi","raw_affiliation_strings":["Faculty of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran","institution_ids":["https://openalex.org/I41832843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023247724","display_name":"Mohammad Asadpour","orcid":"https://orcid.org/0000-0002-1672-149X"},"institutions":[{"id":"https://openalex.org/I41832843","display_name":"University of Tabriz","ror":"https://ror.org/01papkj44","country_code":"IR","type":"education","lineage":["https://openalex.org/I41832843"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Mohammad Asadpour","raw_affiliation_strings":["Faculty of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran","institution_ids":["https://openalex.org/I41832843"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015128042","display_name":"Yousef Seyfari","orcid":"https://orcid.org/0000-0002-2393-8814"},"institutions":[{"id":"https://openalex.org/I143318147","display_name":"University of Maragheh","ror":"https://ror.org/0037djy87","country_code":"IR","type":"education","lineage":["https://openalex.org/I143318147"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Yousef Seyfari","raw_affiliation_strings":["Faculty of Engineering, University of Maragheh, Maragheh, Iran"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, University of Maragheh, Maragheh, Iran","institution_ids":["https://openalex.org/I143318147"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5023247724"],"corresponding_institution_ids":["https://openalex.org/I41832843"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.75489179,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"22","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.98089998960495,"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"}},"topics":[{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.98089998960495,"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/T11653","display_name":"Financial Distress and Bankruptcy Prediction","score":0.006000000052154064,"subfield":{"id":"https://openalex.org/subfields/1402","display_name":"Accounting"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.001500000013038516,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.8234000205993652},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.5597000122070312},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.4684999883174896},{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.4634999930858612},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.44609999656677246},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4268999993801117},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.42570000886917114},{"id":"https://openalex.org/keywords/documentation","display_name":"Documentation","score":0.3734000027179718},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.36800000071525574}],"concepts":[{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.8234000205993652},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7548999786376953},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6898000240325928},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5978000164031982},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5597000122070312},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.4684999883174896},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.4634999930858612},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.44609999656677246},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4268999993801117},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.42570000886917114},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.3734000027179718},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36820000410079956},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.36800000071525574},{"id":"https://openalex.org/C123860398","wikidata":"https://www.wikidata.org/wiki/Q6934605","display_name":"Multiclass classification","level":3,"score":0.3506999909877777},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.3447999954223633},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.3382999897003174},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.33070001006126404},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.3285999894142151},{"id":"https://openalex.org/C162040801","wikidata":"https://www.wikidata.org/wiki/Q799897","display_name":"Bootstrap aggregating","level":2,"score":0.32269999384880066},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.2992999851703644},{"id":"https://openalex.org/C141404830","wikidata":"https://www.wikidata.org/wiki/Q2823869","display_name":"AdaBoost","level":3,"score":0.29829999804496765},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.2847000062465668},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.2831999957561493},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.2831000089645386},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.2752000093460083}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s41060-026-01061-5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s41060-026-01061-5","pdf_url":null,"source":{"id":"https://openalex.org/S4210195017","display_name":"International Journal of Data Science and Analytics","issn_l":"2364-415X","issn":["2364-415X","2364-4168"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Science and Analytics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G460189255","display_name":null,"funder_award_id":"S/2354","funder_id":"https://openalex.org/F4320324703","funder_display_name":"University of Tabriz"}],"funders":[{"id":"https://openalex.org/F4320324703","display_name":"University of Tabriz","ror":"https://ror.org/01papkj44"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W45779715","https://openalex.org/W1431064679","https://openalex.org/W1966716734","https://openalex.org/W1993220166","https://openalex.org/W2016484971","https://openalex.org/W2033110225","https://openalex.org/W2038030840","https://openalex.org/W2059700429","https://openalex.org/W2072615238","https://openalex.org/W2099454382","https://openalex.org/W2103614420","https://openalex.org/W2104933073","https://openalex.org/W2135493362","https://openalex.org/W2136256517","https://openalex.org/W2137513322","https://openalex.org/W2150854651","https://openalex.org/W2295598076","https://openalex.org/W2582043155","https://openalex.org/W2587314106","https://openalex.org/W2616891418","https://openalex.org/W2734773959","https://openalex.org/W2753047523","https://openalex.org/W2800788706","https://openalex.org/W2889489918","https://openalex.org/W2891437161","https://openalex.org/W2912934387","https://openalex.org/W2942649361","https://openalex.org/W2963351448","https://openalex.org/W2978730269","https://openalex.org/W2998365469","https://openalex.org/W3012280610","https://openalex.org/W3037281092","https://openalex.org/W3046809320","https://openalex.org/W3082059448","https://openalex.org/W3111875476","https://openalex.org/W3156669901","https://openalex.org/W3157505548","https://openalex.org/W3169651898","https://openalex.org/W3170079385","https://openalex.org/W3183862858","https://openalex.org/W3197024523","https://openalex.org/W3202026189","https://openalex.org/W4221120298","https://openalex.org/W4288075232","https://openalex.org/W4292264221","https://openalex.org/W4296079469","https://openalex.org/W4321764200","https://openalex.org/W4380318180","https://openalex.org/W4388998045","https://openalex.org/W4393188448","https://openalex.org/W4396773505","https://openalex.org/W4397000273","https://openalex.org/W4404135415","https://openalex.org/W4404610729","https://openalex.org/W4406321832","https://openalex.org/W4408747300","https://openalex.org/W4409526532","https://openalex.org/W4414848787","https://openalex.org/W7134134654"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2026-03-24T00:00:00"}
