{"id":"https://openalex.org/W4413847680","doi":"https://doi.org/10.1007/s10994-025-06873-3","title":"Novel applications of item response theory for analysing data set complexity and benchmark selection","display_name":"Novel applications of item response theory for analysing data set complexity and benchmark selection","publication_year":2025,"publication_date":"2025-08-29","ids":{"openalex":"https://openalex.org/W4413847680","doi":"https://doi.org/10.1007/s10994-025-06873-3"},"language":"en","primary_location":{"id":"doi:10.1007/s10994-025-06873-3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10994-025-06873-3","pdf_url":null,"source":{"id":"https://openalex.org/S62148650","display_name":"Machine Learning","issn_l":"0885-6125","issn":["0885-6125","1573-0565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning","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/A5042124823","display_name":"Jo\u00e3o Luiz Junho Pereira","orcid":"https://orcid.org/0000-0001-9923-7419"},"institutions":[{"id":"https://openalex.org/I107428990","display_name":"Instituto Tecnol\u00f3gico de Aeron\u00e1utica","ror":"https://ror.org/05vh67662","country_code":"BR","type":"education","lineage":["https://openalex.org/I107428990"]},{"id":"https://openalex.org/I8165072","display_name":"Universidade Federal de Itajub\u00e1","ror":"https://ror.org/00235nr42","country_code":"BR","type":"education","lineage":["https://openalex.org/I8165072"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Jo\u00e3o Luiz Junho Pereira","raw_affiliation_strings":["Divis\u00e3o de Ci\u00eancia da Computa\u00e7\u00e3o, Instituto Tecnol\u00f3gico da Aeron\u00e1utica, Pra\u00e7a Mal. Eduardo Gomes, 50, S\u00e3o Jos\u00e9 dos Campos, SP, 12228-900, Brazil","Instituto de Engenharia de Produ\u00e7\u00e3o e Gest\u00e3o, Universidade Federal de Itajub\u00e1, Avenida BPS, 1303, Itajub\u00e1, MG, 37500-903, Brazil"],"affiliations":[{"raw_affiliation_string":"Divis\u00e3o de Ci\u00eancia da Computa\u00e7\u00e3o, Instituto Tecnol\u00f3gico da Aeron\u00e1utica, Pra\u00e7a Mal. Eduardo Gomes, 50, S\u00e3o Jos\u00e9 dos Campos, SP, 12228-900, Brazil","institution_ids":["https://openalex.org/I107428990"]},{"raw_affiliation_string":"Instituto de Engenharia de Produ\u00e7\u00e3o e Gest\u00e3o, Universidade Federal de Itajub\u00e1, Avenida BPS, 1303, Itajub\u00e1, MG, 37500-903, Brazil","institution_ids":["https://openalex.org/I8165072"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085254989","display_name":"Alfredo Antonio Alencar Exposito de Queiroz","orcid":"https://orcid.org/0000-0001-6585-8380"},"institutions":[{"id":"https://openalex.org/I107428990","display_name":"Instituto Tecnol\u00f3gico de Aeron\u00e1utica","ror":"https://ror.org/05vh67662","country_code":"BR","type":"education","lineage":["https://openalex.org/I107428990"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Alfredo Antonio Alencar Exposito de Queiroz","raw_affiliation_strings":["Divis\u00e3o de Ci\u00eancia da Computa\u00e7\u00e3o, Instituto Tecnol\u00f3gico da Aeron\u00e1utica, Pra\u00e7a Mal. Eduardo Gomes, 50, S\u00e3o Jos\u00e9 dos Campos, SP, 12228-900, Brazil"],"affiliations":[{"raw_affiliation_string":"Divis\u00e3o de Ci\u00eancia da Computa\u00e7\u00e3o, Instituto Tecnol\u00f3gico da Aeron\u00e1utica, Pra\u00e7a Mal. Eduardo Gomes, 50, S\u00e3o Jos\u00e9 dos Campos, SP, 12228-900, Brazil","institution_ids":["https://openalex.org/I107428990"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077682283","display_name":"Telmo M. Silva Filho","orcid":"https://orcid.org/0000-0003-0826-6885"},"institutions":[{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Telmo de Menezes e Silva Filho","raw_affiliation_strings":["School of Engineering Mathematics and Technology, University of Bristol, Tankard\u2019s Cl, Bristol, BS8 1TW, UK","School of Engineering Mathematics and Technology, University of Bristol, Tankard's Cl, Bristol, BS8 1TW, UK"],"affiliations":[{"raw_affiliation_string":"School of Engineering Mathematics and Technology, University of Bristol, Tankard\u2019s Cl, Bristol, BS8 1TW, UK","institution_ids":["https://openalex.org/I36234482"]},{"raw_affiliation_string":"School of Engineering Mathematics and Technology, University of Bristol, Tankard's Cl, Bristol, BS8 1TW, UK","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036696970","display_name":"Ana Carolina Lorena","orcid":"https://orcid.org/0000-0002-6140-571X"},"institutions":[{"id":"https://openalex.org/I107428990","display_name":"Instituto Tecnol\u00f3gico de Aeron\u00e1utica","ror":"https://ror.org/05vh67662","country_code":"BR","type":"education","lineage":["https://openalex.org/I107428990"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Ana Carolina Lorena","raw_affiliation_strings":["Divis\u00e3o de Ci\u00eancia da Computa\u00e7\u00e3o, Instituto Tecnol\u00f3gico da Aeron\u00e1utica, Pra\u00e7a Mal. Eduardo Gomes, 50, S\u00e3o Jos\u00e9 dos Campos, SP, 12228-900, Brazil"],"affiliations":[{"raw_affiliation_string":"Divis\u00e3o de Ci\u00eancia da Computa\u00e7\u00e3o, Instituto Tecnol\u00f3gico da Aeron\u00e1utica, Pra\u00e7a Mal. Eduardo Gomes, 50, S\u00e3o Jos\u00e9 dos Campos, SP, 12228-900, Brazil","institution_ids":["https://openalex.org/I107428990"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068640530","display_name":"Rafael Gomes Mantovani","orcid":"https://orcid.org/0000-0001-9564-106X"},"institutions":[{"id":"https://openalex.org/I1283613182","display_name":"Universidade Tecnol\u00f3gica Federal do Paran\u00e1","ror":"https://ror.org/002v2kq79","country_code":"BR","type":"education","lineage":["https://openalex.org/I1283613182"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Rafael Gomes Mantovani","raw_affiliation_strings":["Universidade Tecnol\u00f3gica Federal do Paran\u00e1, Rua Marc\u00edlio Dias, 635 - Jardim Para\u00edso, 86812-460, Apucarana, PR, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Tecnol\u00f3gica Federal do Paran\u00e1, Rua Marc\u00edlio Dias, 635 - Jardim Para\u00edso, 86812-460, Apucarana, PR, Brazil","institution_ids":["https://openalex.org/I1283613182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009911024","display_name":"Gisele L. Pappa","orcid":"https://orcid.org/0000-0002-0349-4494"},"institutions":[{"id":"https://openalex.org/I110200422","display_name":"Universidade Federal de Minas Gerais","ror":"https://ror.org/0176yjw32","country_code":"BR","type":"education","lineage":["https://openalex.org/I110200422"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Gisele Lobo Pappa","raw_affiliation_strings":["Departamento de Ci\u00eancia da Computa\u00e7\u00e3o, Universidade Federal de Minas Gerais, Av. Ant\u00f4nio Carlos, 6627 - Pampulha, Belo Horizonte, MG, 31270-901, Brazil"],"affiliations":[{"raw_affiliation_string":"Departamento de Ci\u00eancia da Computa\u00e7\u00e3o, Universidade Federal de Minas Gerais, Av. Ant\u00f4nio Carlos, 6627 - Pampulha, Belo Horizonte, MG, 31270-901, Brazil","institution_ids":["https://openalex.org/I110200422"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083998049","display_name":"Ricardo B. C. Prud\u00eancio","orcid":"https://orcid.org/0000-0001-7084-1233"},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Ricardo Bastos Cavalcante Prud\u00eancio","raw_affiliation_strings":["Centro de Inform\u00e1tica, Universidade Federal de Pernambuco, Cidade Universit\u00e1ria, Recife, PE, 50740-560, Brazil"],"affiliations":[{"raw_affiliation_string":"Centro de Inform\u00e1tica, Universidade Federal de Pernambuco, Cidade Universit\u00e1ria, Recife, PE, 50740-560, Brazil","institution_ids":["https://openalex.org/I25112270"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5042124823"],"corresponding_institution_ids":["https://openalex.org/I107428990","https://openalex.org/I8165072"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":5.2247,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.95585914,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"114","issue":"10","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9988999962806702,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9988999962806702,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9772999882698059,"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/T11122","display_name":"Online Learning and Analytics","score":0.9749000072479248,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/benchmark","display_name":"Benchmark (surveying)","score":0.7354108691215515},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6413400769233704},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.58791583776474},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4876784086227417},{"id":"https://openalex.org/keywords/item-response-theory","display_name":"Item response theory","score":0.4820481240749359},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4723416566848755},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4416109323501587},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.411724716424942},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38402611017227173},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23860615491867065},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.17156195640563965},{"id":"https://openalex.org/keywords/psychometrics","display_name":"Psychometrics","score":0.06394070386886597}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7354108691215515},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6413400769233704},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.58791583776474},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4876784086227417},{"id":"https://openalex.org/C19875794","wikidata":"https://www.wikidata.org/wiki/Q1207340","display_name":"Item response theory","level":3,"score":0.4820481240749359},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4723416566848755},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4416109323501587},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.411724716424942},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38402611017227173},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23860615491867065},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.17156195640563965},{"id":"https://openalex.org/C171606756","wikidata":"https://www.wikidata.org/wiki/Q506132","display_name":"Psychometrics","level":2,"score":0.06394070386886597},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10994-025-06873-3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10994-025-06873-3","pdf_url":null,"source":{"id":"https://openalex.org/S62148650","display_name":"Machine Learning","issn_l":"0885-6125","issn":["0885-6125","1573-0565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4351845167","display_name":null,"funder_award_id":"CEX-PPM-00098-17","funder_id":"https://openalex.org/F4320322980","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de Minas Gerais"},{"id":"https://openalex.org/G6425462924","display_name":null,"funder_award_id":"305291/2017-3, 310833/2019-1","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G7780317024","display_name":null,"funder_award_id":"2019/20328-7, 2013/07375-0, 2021/06870-3, 2023/10419-0","funder_id":"https://openalex.org/F4320320997","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo"}],"funders":[{"id":"https://openalex.org/F4320320997","display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo","ror":"https://ror.org/02ddkpn78"},{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"},{"id":"https://openalex.org/F4320322980","display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de Minas Gerais","ror":"https://ror.org/00nc55f03"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W43871266","https://openalex.org/W85552991","https://openalex.org/W194177803","https://openalex.org/W2004710424","https://openalex.org/W2083265890","https://openalex.org/W2107643868","https://openalex.org/W2125877832","https://openalex.org/W2132862423","https://openalex.org/W2295598076","https://openalex.org/W2300094618","https://openalex.org/W2593649365","https://openalex.org/W2765779758","https://openalex.org/W2775947831","https://openalex.org/W2902777483","https://openalex.org/W2912981918","https://openalex.org/W2963677523","https://openalex.org/W2990138404","https://openalex.org/W3090719447","https://openalex.org/W3116061545","https://openalex.org/W3135445364","https://openalex.org/W3177468934","https://openalex.org/W4200156539","https://openalex.org/W4205595445","https://openalex.org/W4243004148","https://openalex.org/W4285744415","https://openalex.org/W4310064572","https://openalex.org/W4385740286","https://openalex.org/W4387821991","https://openalex.org/W4389966230","https://openalex.org/W4392157622","https://openalex.org/W4400130756","https://openalex.org/W4402353633","https://openalex.org/W4406170795"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W4321353415","https://openalex.org/W2745001401","https://openalex.org/W2328467352","https://openalex.org/W2130974462","https://openalex.org/W2028665553","https://openalex.org/W2086519370","https://openalex.org/W4246352526","https://openalex.org/W2121910908","https://openalex.org/W915438175"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}