{"id":"https://openalex.org/W3197632833","doi":"https://doi.org/10.1007/s10994-023-06427-5","title":"Optimizing model-agnostic random subspace ensembles","display_name":"Optimizing model-agnostic random subspace ensembles","publication_year":2023,"publication_date":"2023-11-08","ids":{"openalex":"https://openalex.org/W3197632833","doi":"https://doi.org/10.1007/s10994-023-06427-5","mag":"3197632833"},"language":"en","primary_location":{"id":"doi:10.1007/s10994-023-06427-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10994-023-06427-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10994-023-06427-5.pdf","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":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007/s10994-023-06427-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063872362","display_name":"V\u00e2n Anh Huynh\u2010Thu","orcid":"https://orcid.org/0000-0001-5492-2498"},"institutions":[{"id":"https://openalex.org/I157674565","display_name":"University of Li\u00e8ge","ror":"https://ror.org/00afp2z80","country_code":"BE","type":"education","lineage":["https://openalex.org/I157674565"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"V\u00e2n Anh Huynh-Thu","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, University of Li\u00e8ge, All\u00e9e de la D\u00e9couverte 10, Li\u00e8ge, 4000, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, University of Li\u00e8ge, All\u00e9e de la D\u00e9couverte 10, Li\u00e8ge, 4000, Belgium","institution_ids":["https://openalex.org/I157674565"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002322091","display_name":"Pierre Geurts","orcid":"https://orcid.org/0000-0001-8527-5000"},"institutions":[{"id":"https://openalex.org/I157674565","display_name":"University of Li\u00e8ge","ror":"https://ror.org/00afp2z80","country_code":"BE","type":"education","lineage":["https://openalex.org/I157674565"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Pierre Geurts","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, University of Li\u00e8ge, All\u00e9e de la D\u00e9couverte 10, Li\u00e8ge, 4000, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, University of Li\u00e8ge, All\u00e9e de la D\u00e9couverte 10, Li\u00e8ge, 4000, Belgium","institution_ids":["https://openalex.org/I157674565"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5063872362"],"corresponding_institution_ids":["https://openalex.org/I157674565"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":0.4568,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.65350826,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"113","issue":"2","first_page":"993","last_page":"1042"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10222","display_name":"Genomics and Chromatin Dynamics","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10594","display_name":"Genetic and phenotypic traits in livestock","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/subspace-topology","display_name":"Subspace topology","score":0.7440897822380066},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.5333675742149353},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5178366303443909},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5059859156608582},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4907459020614624},{"id":"https://openalex.org/keywords/gradient-descent","display_name":"Gradient descent","score":0.4903731346130371},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4882502853870392},{"id":"https://openalex.org/keywords/parametric-statistics","display_name":"Parametric statistics","score":0.4785890579223633},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4739425480365753},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4110746383666992},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4044190049171448},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.35143887996673584},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3450319766998291},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.1632748246192932},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.12789025902748108}],"concepts":[{"id":"https://openalex.org/C32834561","wikidata":"https://www.wikidata.org/wiki/Q660730","display_name":"Subspace topology","level":2,"score":0.7440897822380066},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.5333675742149353},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5178366303443909},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5059859156608582},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4907459020614624},{"id":"https://openalex.org/C153258448","wikidata":"https://www.wikidata.org/wiki/Q1199743","display_name":"Gradient descent","level":3,"score":0.4903731346130371},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4882502853870392},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.4785890579223633},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4739425480365753},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4110746383666992},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4044190049171448},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.35143887996673584},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3450319766998291},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.1632748246192932},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.12789025902748108},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s10994-023-06427-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10994-023-06427-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10994-023-06427-5.pdf","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"},{"id":"pmh:oai:orbi.ulg.ac.be:2268/308979","is_oa":true,"landing_page_url":"https://orbi.uliege.be/handle/2268/308979","pdf_url":"https://orbi.uliege.be/bitstream/2268/308979/1/PRS_arxiv_v3_2023.pdf","source":{"id":"https://openalex.org/S4306400651","display_name":"Open Repository and Bibliography (University of Li\u00e8ge)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I157674565","host_organization_name":"University of Li\u00e8ge","host_organization_lineage":["https://openalex.org/I157674565"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Machine Learning (2024)","raw_type":"peer reviewed"}],"best_oa_location":{"id":"doi:10.1007/s10994-023-06427-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10994-023-06427-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10994-023-06427-5.pdf","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"},"sustainable_development_goals":[{"score":0.46000000834465027,"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals"}],"awards":[{"id":"https://openalex.org/G1778981257","display_name":null,"funder_award_id":"2010235 - ARIAC by DIGITALWALLONIA4.AI","funder_id":"https://openalex.org/F4320325905","funder_display_name":"Service Public de Wallonie"},{"id":"https://openalex.org/G7072270819","display_name":null,"funder_award_id":"2010235","funder_id":"https://openalex.org/F4320325905","funder_display_name":"Service Public de Wallonie"}],"funders":[{"id":"https://openalex.org/F4320321390","display_name":"Fonds De La Recherche Scientifique - FNRS","ror":"https://ror.org/03q83t159"},{"id":"https://openalex.org/F4320325905","display_name":"Service Public de Wallonie","ror":"https://ror.org/0215gxf82"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3197632833.pdf","grobid_xml":"https://content.openalex.org/works/W3197632833.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W22250881","https://openalex.org/W1483307070","https://openalex.org/W1594031697","https://openalex.org/W1678356000","https://openalex.org/W1985258161","https://openalex.org/W1988790447","https://openalex.org/W2026925128","https://openalex.org/W2036283077","https://openalex.org/W2046765929","https://openalex.org/W2056132907","https://openalex.org/W2076513103","https://openalex.org/W2087347434","https://openalex.org/W2101234009","https://openalex.org/W2102201073","https://openalex.org/W2108687351","https://openalex.org/W2109384743","https://openalex.org/W2113242816","https://openalex.org/W2119717200","https://openalex.org/W2128151276","https://openalex.org/W2140514146","https://openalex.org/W2161922735","https://openalex.org/W2282821441","https://openalex.org/W2612690371","https://openalex.org/W2618851150","https://openalex.org/W2911964244","https://openalex.org/W2913375711","https://openalex.org/W3020114220","https://openalex.org/W3185905065","https://openalex.org/W4212883601","https://openalex.org/W4243252653","https://openalex.org/W4287120898","https://openalex.org/W4289236186","https://openalex.org/W6675321329","https://openalex.org/W6675354045","https://openalex.org/W6685775387","https://openalex.org/W6759872529","https://openalex.org/W6779367721","https://openalex.org/W6843735874","https://openalex.org/W7006806681"],"related_works":["https://openalex.org/W1980381208","https://openalex.org/W2364594919","https://openalex.org/W1861706286","https://openalex.org/W2219338811","https://openalex.org/W2167092671","https://openalex.org/W2149583853","https://openalex.org/W2143002539","https://openalex.org/W2130386332","https://openalex.org/W1120847856","https://openalex.org/W4293472652"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}