{"id":"https://openalex.org/W2163212577","doi":"https://doi.org/10.1109/ijcnn.2008.4634333","title":"Ranking and selecting clustering algorithms using a meta-learning approach","display_name":"Ranking and selecting clustering algorithms using a meta-learning approach","publication_year":2008,"publication_date":"2008-06-01","ids":{"openalex":"https://openalex.org/W2163212577","doi":"https://doi.org/10.1109/ijcnn.2008.4634333","mag":"2163212577"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2008.4634333","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2008.4634333","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2008 IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence)","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/A5064710760","display_name":"Marc\u00edlio C. P. de Souto","orcid":"https://orcid.org/0000-0002-7033-8328"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Marcilio C. P. de Souto","raw_affiliation_strings":["Informatics and Applied Mathematics, Univ. of Rio Grande do Norte, Natal, Brazil"],"affiliations":[{"raw_affiliation_string":"Informatics and Applied Mathematics, Univ. of Rio Grande do Norte, Natal, Brazil","institution_ids":[]}]},{"author_position":"middle","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 B. C. Prudencio","raw_affiliation_strings":["Center of Informatics, Federal University of Pernambuco, Recife, Brazil"],"affiliations":[{"raw_affiliation_string":"Center of Informatics, Federal University of Pernambuco, Recife, Brazil","institution_ids":["https://openalex.org/I25112270"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087346190","display_name":"Rodrigo G. F. Soares","orcid":"https://orcid.org/0000-0003-4806-3652"},"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":"Rodrigo G. F. Soares","raw_affiliation_strings":["Center of Informatics, Federal University of Pernambuco, Recife, Brazil"],"affiliations":[{"raw_affiliation_string":"Center of Informatics, Federal University of Pernambuco, Recife, Brazil","institution_ids":["https://openalex.org/I25112270"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069724907","display_name":"Daniel Ara\u00fajo","orcid":"https://orcid.org/0000-0001-5572-0505"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Daniel S. A. de Araujo","raw_affiliation_strings":["Informatics and Applied Mathematics, Univ. of Rio Grande do Norte, Natal, Brazil"],"affiliations":[{"raw_affiliation_string":"Informatics and Applied Mathematics, Univ. of Rio Grande do Norte, Natal, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057250270","display_name":"Ivan G. Costa","orcid":"https://orcid.org/0000-0003-2890-8697"},"institutions":[{"id":"https://openalex.org/I4210142260","display_name":"Max Planck Institute for Molecular Genetics","ror":"https://ror.org/03ate3e03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210142260"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ivan G. Costa","raw_affiliation_strings":["Max Planck Institute for Molecular Genetics, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Max Planck Institute for Molecular Genetics, Berlin, Germany","institution_ids":["https://openalex.org/I4210142260"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025550530","display_name":"Teresa B. Ludermir","orcid":"https://orcid.org/0000-0002-8980-6742"},"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":"Teresa B. Ludermir","raw_affiliation_strings":["Center of Informatics, Federal University of Pernambuco, Recife, Brazil"],"affiliations":[{"raw_affiliation_string":"Center of Informatics, Federal University of Pernambuco, Recife, Brazil","institution_ids":["https://openalex.org/I25112270"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057266594","display_name":"Alexander Schliep","orcid":"https://orcid.org/0000-0002-3555-3188"},"institutions":[{"id":"https://openalex.org/I4210142260","display_name":"Max Planck Institute for Molecular Genetics","ror":"https://ror.org/03ate3e03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210142260"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Schliep","raw_affiliation_strings":["Max Planck Institute for Molecular Genetics, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Max Planck Institute for Molecular Genetics, Berlin, Germany","institution_ids":["https://openalex.org/I4210142260"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5064710760"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6597,"has_fulltext":false,"cited_by_count":94,"citation_normalized_percentile":{"value":0.83589606,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"3729","last_page":"3735"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.998199999332428,"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":0.998199999332428,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9919999837875366,"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/T11289","display_name":"Single-cell and spatial transcriptomics","score":0.9746000170707703,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8023655414581299},{"id":"https://openalex.org/keywords/meta-learning","display_name":"Meta learning (computer science)","score":0.7412871718406677},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.7334818243980408},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7206964492797852},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7159783840179443},{"id":"https://openalex.org/keywords/ranking-svm","display_name":"Ranking SVM","score":0.6836110949516296},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5851330757141113},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5816748738288879},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5545951128005981},{"id":"https://openalex.org/keywords/learning-to-rank","display_name":"Learning to rank","score":0.541922390460968},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5332327485084534},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5319194197654724},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.46083053946495056}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8023655414581299},{"id":"https://openalex.org/C2781002164","wikidata":"https://www.wikidata.org/wiki/Q6822311","display_name":"Meta learning (computer science)","level":3,"score":0.7412871718406677},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.7334818243980408},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7206964492797852},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7159783840179443},{"id":"https://openalex.org/C124975894","wikidata":"https://www.wikidata.org/wiki/Q7293290","display_name":"Ranking SVM","level":3,"score":0.6836110949516296},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5851330757141113},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5816748738288879},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5545951128005981},{"id":"https://openalex.org/C86037889","wikidata":"https://www.wikidata.org/wiki/Q4330127","display_name":"Learning to rank","level":3,"score":0.541922390460968},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5332327485084534},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5319194197654724},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.46083053946495056},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1109/ijcnn.2008.4634333","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2008.4634333","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2008 IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence)","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.147.2241","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.147.2241","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cin.ufpe.br/~rbcp/papers/deSouto.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.154.4880","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.154.4880","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cin.ufpe.br/~igcf/preprint/deSouto2008a.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.720.3064","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.720.3064","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://bioinformatics.rutgers.edu/Static/Publications/2008-IEEENeuralNets-ClusteringMetalearning.pdf","raw_type":"text"},{"id":"pmh:oai:edoc.mpg.de:405851","is_oa":false,"landing_page_url":"http://edoc.mpg.de/405851","pdf_url":null,"source":{"id":"https://openalex.org/S4406922265","display_name":"Max Planck Institute for Plasma Physics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Neural Networks, 2008. IJCNN 2008. (IEEE World Congress on Computational Intelligence). IEEE International Joint Conference on, 3729-3735 (2008)","raw_type":"Conference-Paper"},{"id":"pmh:oai:pure.mpg.de:item_1584385","is_oa":false,"landing_page_url":"http://hdl.handle.net/11858/00-001M-0000-0010-7F00-1","pdf_url":null,"source":{"id":"https://openalex.org/S4306400654","display_name":"MPG.PuRe (Max Planck Society)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149899117","host_organization_name":"Max Planck Society","host_organization_lineage":["https://openalex.org/I149899117"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Neural Networks, 2008. IJCNN 2008. (IEEE World Congress on Computational Intelligence). IEEE International Joint Conference on","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":68,"referenced_works":["https://openalex.org/W9613553","https://openalex.org/W12180670","https://openalex.org/W78907429","https://openalex.org/W1494580925","https://openalex.org/W1504618398","https://openalex.org/W1519451279","https://openalex.org/W1539739406","https://openalex.org/W1548779692","https://openalex.org/W1551136530","https://openalex.org/W1556472699","https://openalex.org/W1651215666","https://openalex.org/W1668128989","https://openalex.org/W1727290854","https://openalex.org/W1758907577","https://openalex.org/W1971784203","https://openalex.org/W1979377971","https://openalex.org/W1985789779","https://openalex.org/W1988078905","https://openalex.org/W2007114975","https://openalex.org/W2037322594","https://openalex.org/W2038181716","https://openalex.org/W2039872271","https://openalex.org/W2054787086","https://openalex.org/W2056780622","https://openalex.org/W2058596530","https://openalex.org/W2064208261","https://openalex.org/W2066787077","https://openalex.org/W2088851040","https://openalex.org/W2097413644","https://openalex.org/W2105912300","https://openalex.org/W2108626634","https://openalex.org/W2109363337","https://openalex.org/W2112440119","https://openalex.org/W2113962581","https://openalex.org/W2118769864","https://openalex.org/W2124704116","https://openalex.org/W2130365699","https://openalex.org/W2132213912","https://openalex.org/W2137476312","https://openalex.org/W2138218344","https://openalex.org/W2141408223","https://openalex.org/W2145680191","https://openalex.org/W2147246240","https://openalex.org/W2153233077","https://openalex.org/W2153635508","https://openalex.org/W2154437541","https://openalex.org/W2157531738","https://openalex.org/W2159400887","https://openalex.org/W2167467747","https://openalex.org/W2167689714","https://openalex.org/W2168561598","https://openalex.org/W2171185425","https://openalex.org/W2319660501","https://openalex.org/W3120421331","https://openalex.org/W4246697467","https://openalex.org/W4285719527","https://openalex.org/W4296874249","https://openalex.org/W4298870207","https://openalex.org/W6600399310","https://openalex.org/W6600496948","https://openalex.org/W6603187563","https://openalex.org/W6629689645","https://openalex.org/W6631142890","https://openalex.org/W6632976901","https://openalex.org/W6637067483","https://openalex.org/W6637833686","https://openalex.org/W6683157813","https://openalex.org/W6684513754"],"related_works":["https://openalex.org/W3127142483","https://openalex.org/W2138488530","https://openalex.org/W4385565564","https://openalex.org/W2031468273","https://openalex.org/W2370100764","https://openalex.org/W2387658907","https://openalex.org/W2351112195","https://openalex.org/W4378464883","https://openalex.org/W2898073868","https://openalex.org/W2110822809"],"abstract_inverted_index":{"We":[0],"present":[1],"a":[2,7,14,20,56],"novel":[3],"framework":[4,52],"that":[5,26,31,58],"applies":[6],"meta-learning":[8,17],"approach":[9,18],"to":[10,49],"clustering":[11],"algorithms.":[12],"Given":[13],"dataset,":[15],"our":[16],"provides":[19],"ranking":[21,34],"for":[22],"the":[23,43,51,65,73],"candidate":[24],"algorithms":[25],"could":[27],"be":[28],"used":[29],"with":[30],"dataset.":[32],"This":[33],"could,":[35],"among":[36],"other":[37],"things,":[38],"support":[39,61],"non-expert":[40],"users":[41],"in":[42,72],"algorithm":[44],"selection":[45],"task.":[46],"In":[47],"order":[48],"evaluate":[50],"proposed,":[53],"we":[54],"implement":[55],"prototype":[57],"employs":[59],"regression":[60],"vector":[62],"machines":[63],"as":[64],"meta-learner.":[66],"Our":[67],"case":[68],"study":[69],"is":[70],"developed":[71],"context":[74],"of":[75],"cancer":[76],"gene":[77],"expression":[78],"micro-array":[79],"datasets.":[80]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":8},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":7},{"year":2015,"cited_by_count":11},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":7},{"year":2012,"cited_by_count":6}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
