{"id":"https://openalex.org/W2096081771","doi":"https://doi.org/10.1109/cidm.2009.4938668","title":"Large-scale attribute selection using wrappers","display_name":"Large-scale attribute selection using wrappers","publication_year":2009,"publication_date":"2009-03-01","ids":{"openalex":"https://openalex.org/W2096081771","doi":"https://doi.org/10.1109/cidm.2009.4938668","mag":"2096081771"},"language":"en","primary_location":{"id":"doi:10.1109/cidm.2009.4938668","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cidm.2009.4938668","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 IEEE Symposium on Computational Intelligence and Data Mining","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/10289/2205","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065697003","display_name":"Martin G\u00fctlein","orcid":"https://orcid.org/0000-0003-2939-2469"},"institutions":[{"id":"https://openalex.org/I161046081","display_name":"University of Freiburg","ror":"https://ror.org/0245cg223","country_code":"DE","type":"education","lineage":["https://openalex.org/I161046081"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin Gutlein","raw_affiliation_strings":["Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","Department of Computer Science, Albert-Ludwigs-Universit\u00e4t, Freiburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Albert-Ludwigs-Universitat Freiburg, Freiburg im Breisgau, Baden-W\u00c3\u00bcrttemberg, DE","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Science, Albert-Ludwigs-Universit\u00e4t, Freiburg, Germany","institution_ids":["https://openalex.org/I161046081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059992863","display_name":"Eibe Frank","orcid":"https://orcid.org/0000-0001-6152-7111"},"institutions":[{"id":"https://openalex.org/I52179390","display_name":"University of Waikato","ror":"https://ror.org/013fsnh78","country_code":"NZ","type":"education","lineage":["https://openalex.org/I52179390"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Eibe Frank","raw_affiliation_strings":["Department of Computer Science, University of Waikato, Hamilton, New Zealand","Department of Computer Science, University of Waikato, Hamilton, New zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Waikato, Hamilton, New Zealand","institution_ids":["https://openalex.org/I52179390"]},{"raw_affiliation_string":"Department of Computer Science, University of Waikato, Hamilton, New zealand","institution_ids":["https://openalex.org/I52179390"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056507889","display_name":"Mark Hall","orcid":"https://orcid.org/0000-0003-0081-4277"},"institutions":[{"id":"https://openalex.org/I147878501","display_name":"Orlando Health","ror":"https://ror.org/0488cct49","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I147878501"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mark Hall","raw_affiliation_strings":["Pentaho Corporation, Orlando, FL, USA","Pentaho Corporation, Orlando, Florida, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pentaho Corporation, Orlando, FL, USA","institution_ids":["https://openalex.org/I147878501"]},{"raw_affiliation_string":"Pentaho Corporation, Orlando, Florida, USA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026210150","display_name":"Andreas Karwath","orcid":"https://orcid.org/0000-0002-6942-3760"},"institutions":[{"id":"https://openalex.org/I161046081","display_name":"University of Freiburg","ror":"https://ror.org/0245cg223","country_code":"DE","type":"education","lineage":["https://openalex.org/I161046081"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas Karwath","raw_affiliation_strings":["Department of Computer Science, Albert Ludwigs Universit\u00e4t Freiburg, Freiburg im Breisgau, Germany","Department of Computer Science, Albert-Ludwigs-Universit\u00e4t, Freiburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Albert Ludwigs Universit\u00e4t Freiburg, Freiburg im Breisgau, Germany","institution_ids":["https://openalex.org/I161046081"]},{"raw_affiliation_string":"Department of Computer Science, Albert-Ludwigs-Universit\u00e4t, Freiburg, Germany","institution_ids":["https://openalex.org/I161046081"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":268,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"332","last_page":"339"},"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/T10057","display_name":"Face and Expression Recognition","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.991100013256073,"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/selection","display_name":"Selection (genetic algorithm)","score":0.6700204610824585},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.648166298866272},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6424723267555237},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3403954803943634},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3315410315990448},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.07358336448669434},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.046704381704330444}],"concepts":[{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6700204610824585},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.648166298866272},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6424723267555237},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3403954803943634},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3315410315990448},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.07358336448669434},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.046704381704330444}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/cidm.2009.4938668","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cidm.2009.4938668","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 IEEE Symposium on Computational Intelligence and Data Mining","raw_type":"proceedings-article"},{"id":"pmh:oai:researchcommons.waikato.ac.nz:10289/2205","is_oa":true,"landing_page_url":"https://hdl.handle.net/10289/2205","pdf_url":"https://hdl.handle.net/10289/2205","source":{"id":"https://openalex.org/S4306400944","display_name":"Research Commons (University of Waikato)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I52179390","host_organization_name":"University of Waikato","host_organization_lineage":["https://openalex.org/I52179390"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Contribution"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.147.7557","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.147.7557","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.waikato.ac.nz/~eibe/pubs/guetlein_et_al.pdf","raw_type":"text"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/0f819457-9e82-489c-8a72-7ac7c2385d9e","is_oa":false,"landing_page_url":"https://research.birmingham.ac.uk/en/publications/0f819457-9e82-489c-8a72-7ac7c2385d9e","pdf_url":null,"source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"G\u00fctlein, M, Frank, E, Hall, M A & Karwath, A 2009, 'Large-scale attribute selection using wrappers', pp. 332-339. https://doi.org/10.1109/CIDM.2009.4938668","raw_type":"conferenceObject"}],"best_oa_location":{"id":"pmh:oai:researchcommons.waikato.ac.nz:10289/2205","is_oa":true,"landing_page_url":"https://hdl.handle.net/10289/2205","pdf_url":"https://hdl.handle.net/10289/2205","source":{"id":"https://openalex.org/S4306400944","display_name":"Research Commons (University of Waikato)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I52179390","host_organization_name":"University of Waikato","host_organization_lineage":["https://openalex.org/I52179390"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Contribution"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2096081771.pdf","grobid_xml":"https://content.openalex.org/works/W2096081771.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W32535764","https://openalex.org/W82982097","https://openalex.org/W191001584","https://openalex.org/W757031997","https://openalex.org/W1516358642","https://openalex.org/W1555243480","https://openalex.org/W1592785605","https://openalex.org/W1680392829","https://openalex.org/W1748462259","https://openalex.org/W1960174506","https://openalex.org/W1976564639","https://openalex.org/W2000771269","https://openalex.org/W2002394060","https://openalex.org/W2014915963","https://openalex.org/W2017337590","https://openalex.org/W2043772506","https://openalex.org/W2088851040","https://openalex.org/W2096081771","https://openalex.org/W2099124121","https://openalex.org/W2109363337","https://openalex.org/W2109676405","https://openalex.org/W2123636872","https://openalex.org/W2123676422","https://openalex.org/W2124436456","https://openalex.org/W2124704116","https://openalex.org/W2143347324","https://openalex.org/W2159400887","https://openalex.org/W2165595216","https://openalex.org/W4246697467","https://openalex.org/W4249817346","https://openalex.org/W6603433622","https://openalex.org/W6622104397","https://openalex.org/W6630934049","https://openalex.org/W6631295442","https://openalex.org/W6635383313","https://openalex.org/W6637386731","https://openalex.org/W6640909920","https://openalex.org/W6674941293"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Scheme-specific":[0],"attribute":[1,14],"selection":[2,10,15,96,133],"with":[3],"the":[4,27,33,36,39,88,113,138],"wrapper":[5,47],"and":[6,38,67,109],"variants":[7],"of":[8,29,32,35,42,65,90],"forward":[9,95,118,132],"is":[11,104,140],"a":[12,59,84,123,145],"popular":[13],"technique":[16,85,154],"for":[17],"classification":[18],"that":[19,101,125,152],"yields":[20],"good":[21],"results.":[22],"However,":[23],"it":[24],"can":[25,110],"run":[26],"risk":[28],"overfitting":[30,66],"because":[31],"extent":[34],"search":[37,139],"extensive":[40],"use":[41],"internal":[43],"cross-validation.":[44],"Moreover,":[45],"although":[46],"evaluators":[48],"tend":[49],"to":[50,55,86,116,134,142],"achieve":[51],"superior":[52],"accuracy":[53,114],"compared":[54,115],"filters,":[56],"they":[57],"face":[58],"high":[60,68],"computational":[61],"cost.":[62],"The":[63],"problems":[64],"runtime":[69],"occur":[70],"in":[71,93,131],"particular":[72],"on":[73],"high-dimensional":[74],"datasets,":[75],"like":[76],"microarray":[77],"data.":[78],"We":[79,120,150],"investigate":[80,122],"Linear":[81],"Forward":[82],"Selection,":[83],"reduce":[87],"number":[89],"attributes":[91],"expansions":[92],"each":[94],"step.":[97],"Our":[98],"experiments":[99],"demonstrate":[100],"this":[102,153],"approach":[103],"faster,":[105],"finds":[106],"smaller":[107],"subsets":[108],"even":[111],"increase":[112],"standard":[117],"selection.":[119],"also":[121],"variant":[124],"applies":[126],"explicit":[127],"subset":[128,148,156],"size":[129,157],"determination":[130],"combat":[135],"overfitting,":[136],"where":[137],"forced":[141],"stop":[143],"at":[144],"precomputed":[146],"\u201coptimal\u201d":[147],"size.":[149],"show":[151],"reduces":[155],"while":[158],"maintaining":[159],"comparable":[160],"accuracy.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":30},{"year":2020,"cited_by_count":14},{"year":2019,"cited_by_count":24},{"year":2018,"cited_by_count":18},{"year":2017,"cited_by_count":21},{"year":2016,"cited_by_count":18},{"year":2015,"cited_by_count":15},{"year":2014,"cited_by_count":22},{"year":2013,"cited_by_count":22},{"year":2012,"cited_by_count":20}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}