{"id":"https://openalex.org/W3158764022","doi":"https://doi.org/10.1007/s10618-020-00731-7","title":"Extending greedy feature selection algorithms to multiple solutions","display_name":"Extending greedy feature selection algorithms to multiple solutions","publication_year":2021,"publication_date":"2021-05-01","ids":{"openalex":"https://openalex.org/W3158764022","doi":"https://doi.org/10.1007/s10618-020-00731-7","mag":"3158764022","pmid":"https://pubmed.ncbi.nlm.nih.gov/34720675"},"language":"en","primary_location":{"id":"doi:10.1007/s10618-020-00731-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10618-020-00731-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10618-020-00731-7.pdf","source":{"id":"https://openalex.org/S121920818","display_name":"Data Mining and Knowledge Discovery","issn_l":"1384-5810","issn":["1384-5810","1573-756X"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Mining and Knowledge Discovery","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10618-020-00731-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037918083","display_name":"Giorgos Borboudakis","orcid":"https://orcid.org/0000-0001-7355-8871"},"institutions":[{"id":"https://openalex.org/I142617266","display_name":"University of Crete","ror":"https://ror.org/00dr28g20","country_code":"GR","type":"education","lineage":["https://openalex.org/I142617266"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Giorgos Borboudakis","raw_affiliation_strings":["University of Crete, Heraklion, Greece"],"affiliations":[{"raw_affiliation_string":"University of Crete, Heraklion, Greece","institution_ids":["https://openalex.org/I142617266"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070582381","display_name":"Ioannis Tsamardinos","orcid":"https://orcid.org/0000-0002-2492-959X"},"institutions":[{"id":"https://openalex.org/I142617266","display_name":"University of Crete","ror":"https://ror.org/00dr28g20","country_code":"GR","type":"education","lineage":["https://openalex.org/I142617266"]},{"id":"https://openalex.org/I8901234","display_name":"Foundation for Research and Technology Hellas","ror":"https://ror.org/052rphn09","country_code":"GR","type":"facility","lineage":["https://openalex.org/I8901234"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ioannis Tsamardinos","raw_affiliation_strings":["Gnosis Data Analysis (JADBio), Heraklion, Greece","Institute of Applied and Computational Mathematics, Foundation for Research and Technology, Hellas, Greece","University of Crete, Heraklion, Greece"],"affiliations":[{"raw_affiliation_string":"Gnosis Data Analysis (JADBio), Heraklion, Greece","institution_ids":[]},{"raw_affiliation_string":"Institute of Applied and Computational Mathematics, Foundation for Research and Technology, Hellas, Greece","institution_ids":["https://openalex.org/I8901234"]},{"raw_affiliation_string":"University of Crete, Heraklion, Greece","institution_ids":["https://openalex.org/I142617266"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5037918083"],"corresponding_institution_ids":["https://openalex.org/I142617266"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":1.3565,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.82790419,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"35","issue":"4","first_page":"1393","last_page":"1434"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9904999732971191,"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"}},"topics":[{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9904999732971191,"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":0.9869999885559082,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.984499990940094,"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/greedy-algorithm","display_name":"Greedy algorithm","score":0.7140556573867798},{"id":"https://openalex.org/keywords/equivalence","display_name":"Equivalence (formal languages)","score":0.6796823740005493},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6222445964813232},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6037347316741943},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5768816471099854},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5462183952331543},{"id":"https://openalex.org/keywords/equivalence-class","display_name":"Equivalence class (music)","score":0.46000200510025024},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4568856358528137},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3251839876174927},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.26616203784942627},{"id":"https://openalex.org/keywords/discrete-mathematics","display_name":"Discrete mathematics","score":0.07537305355072021}],"concepts":[{"id":"https://openalex.org/C51823790","wikidata":"https://www.wikidata.org/wiki/Q504353","display_name":"Greedy algorithm","level":2,"score":0.7140556573867798},{"id":"https://openalex.org/C2780069185","wikidata":"https://www.wikidata.org/wiki/Q7977945","display_name":"Equivalence (formal languages)","level":2,"score":0.6796823740005493},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6222445964813232},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6037347316741943},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5768816471099854},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5462183952331543},{"id":"https://openalex.org/C2777044963","wikidata":"https://www.wikidata.org/wiki/Q5384707","display_name":"Equivalence class (music)","level":2,"score":0.46000200510025024},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4568856358528137},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3251839876174927},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26616203784942627},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.07537305355072021},{"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":4,"locations":[{"id":"doi:10.1007/s10618-020-00731-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10618-020-00731-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10618-020-00731-7.pdf","source":{"id":"https://openalex.org/S121920818","display_name":"Data Mining and Knowledge Discovery","issn_l":"1384-5810","issn":["1384-5810","1573-756X"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Mining and Knowledge Discovery","raw_type":"journal-article"},{"id":"pmid:34720675","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34720675","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data mining and knowledge discovery","raw_type":null},{"id":"pmh:oai:europepmc.org:7442721","is_oa":true,"landing_page_url":"http://europepmc.org/pmc/articles/PMC8550441","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:8550441","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8550441","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Data Min Knowl Discov","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s10618-020-00731-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10618-020-00731-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10618-020-00731-7.pdf","source":{"id":"https://openalex.org/S121920818","display_name":"Data Mining and Knowledge Discovery","issn_l":"1384-5810","issn":["1384-5810","1573-756X"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Mining and Knowledge Discovery","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7081456462","display_name":null,"funder_award_id":"617393","funder_id":"https://openalex.org/F4320334678","funder_display_name":"European Research Council"}],"funders":[{"id":"https://openalex.org/F4320306098","display_name":"U.S. Department of Justice","ror":"https://ror.org/02916qm60"},{"id":"https://openalex.org/F4320306111","display_name":"U.S. Department of Commerce","ror":"https://ror.org/04chq2495"},{"id":"https://openalex.org/F4320334678","display_name":"European Research Council","ror":"https://ror.org/0472cxd90"},{"id":"https://openalex.org/F4320337756","display_name":"Bureau of Justice Statistics","ror":"https://ror.org/0006s4z66"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3158764022.pdf","grobid_xml":"https://content.openalex.org/works/W3158764022.grobid-xml"},"referenced_works_count":78,"referenced_works":["https://openalex.org/W104441265","https://openalex.org/W144691381","https://openalex.org/W149574399","https://openalex.org/W1520947772","https://openalex.org/W1545320146","https://openalex.org/W1619226191","https://openalex.org/W1630879738","https://openalex.org/W1655432340","https://openalex.org/W1830719945","https://openalex.org/W1893730733","https://openalex.org/W1975335740","https://openalex.org/W1978414516","https://openalex.org/W1988839791","https://openalex.org/W1995945562","https://openalex.org/W2002089154","https://openalex.org/W2006855740","https://openalex.org/W2013374740","https://openalex.org/W2017137572","https://openalex.org/W2017337590","https://openalex.org/W2019841176","https://openalex.org/W2024424774","https://openalex.org/W2031779765","https://openalex.org/W2038894244","https://openalex.org/W2062076986","https://openalex.org/W2068934160","https://openalex.org/W2070830131","https://openalex.org/W2076983043","https://openalex.org/W2080267935","https://openalex.org/W2081956352","https://openalex.org/W2091947792","https://openalex.org/W2092562152","https://openalex.org/W2097879961","https://openalex.org/W2114574047","https://openalex.org/W2118585731","https://openalex.org/W2118796860","https://openalex.org/W2119471399","https://openalex.org/W2120286164","https://openalex.org/W2121273346","https://openalex.org/W2122410182","https://openalex.org/W2123822128","https://openalex.org/W2129564794","https://openalex.org/W2133091666","https://openalex.org/W2135046866","https://openalex.org/W2140639043","https://openalex.org/W2141472133","https://openalex.org/W2143288831","https://openalex.org/W2146429574","https://openalex.org/W2152799677","https://openalex.org/W2154478838","https://openalex.org/W2156504490","https://openalex.org/W2158822024","https://openalex.org/W2161642932","https://openalex.org/W2168175751","https://openalex.org/W2171589180","https://openalex.org/W2320090061","https://openalex.org/W2325933960","https://openalex.org/W2492294785","https://openalex.org/W2510447297","https://openalex.org/W2515044485","https://openalex.org/W2551348770","https://openalex.org/W2617443499","https://openalex.org/W2623293810","https://openalex.org/W2740950460","https://openalex.org/W2752305606","https://openalex.org/W2797563284","https://openalex.org/W2887961823","https://openalex.org/W2963069851","https://openalex.org/W3042860357","https://openalex.org/W3146425672","https://openalex.org/W3214866911","https://openalex.org/W4235270372","https://openalex.org/W4246784033","https://openalex.org/W4253904398","https://openalex.org/W4285719527","https://openalex.org/W4291114417","https://openalex.org/W4297725106","https://openalex.org/W4298872162","https://openalex.org/W4302339081"],"related_works":["https://openalex.org/W4386564352","https://openalex.org/W2952668426","https://openalex.org/W2382232876","https://openalex.org/W2182642161","https://openalex.org/W4255196547","https://openalex.org/W2358659170","https://openalex.org/W146502352","https://openalex.org/W2543212557","https://openalex.org/W2055587080","https://openalex.org/W2379751811"],"abstract_inverted_index":{"Most":[0],"feature":[1],"selection":[2],"methods":[3,36,80],"identify":[4,39],"only":[5,116],"a":[6,28,32,54],"single":[7],"solution.":[8],"This":[9],"is":[10,16,94,106],"acceptable":[11],"for":[12,19,81,87],"predictive":[13,137],"purposes,":[14],"but":[15],"not":[17],"sufficient":[18],"knowledge":[20],"discovery":[21],"if":[22],"multiple":[23,40,63,92],"solutions":[24,64,93,126,134],"exist.":[25],"We":[26,51],"propose":[27],"strategy":[29],"to":[30,37,127],"extend":[31],"class":[33],"of":[34,56,62,72,75],"greedy":[35],"efficiently":[38],"solutions,":[41,76],"and":[42,90,129],"show":[43,100],"under":[44],"which":[45],"conditions":[46],"it":[47],"identifies":[48],"all":[49],"solutions.":[50],"also":[52,95],"introduce":[53],"taxonomy":[55],"features":[57],"that":[58,101,131],"takes":[59],"the":[60,103,112,115,132],"existence":[61],"into":[65],"account.":[66],"Furthermore,":[67],"we":[68,99],"explore":[69],"different":[70],"definitions":[71],"statistical":[73],"equivalence":[74],"as":[77,79],"well":[78],"testing":[82],"equivalence.":[83],"A":[84],"novel":[85],"algorithm":[86,105],"compactly":[88],"representing":[89],"visualizing":[91],"introduced.":[96],"In":[97],"experiments":[98],"(a)":[102],"proposed":[104],"significantly":[107],"more":[108],"computationally":[109],"efficient":[110],"than":[111],"TIE*":[113],"algorithm,":[114],"alternative":[117],"approach":[118],"with":[119],"similar":[120,125,136],"theoretical":[121],"guarantees,":[122],"while":[123],"identifying":[124],"it,":[128],"(b)":[130],"identified":[133],"have":[135],"performance.":[138]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}