{"id":"https://openalex.org/W2736265420","doi":"https://doi.org/10.1145/3067695.3076077","title":"Stability selection using a genetic algorithm and logistic linear regression on healthcare records","display_name":"Stability selection using a genetic algorithm and logistic linear regression on healthcare records","publication_year":2017,"publication_date":"2017-07-11","ids":{"openalex":"https://openalex.org/W2736265420","doi":"https://doi.org/10.1145/3067695.3076077","mag":"2736265420"},"language":"en","primary_location":{"id":"doi:10.1145/3067695.3076077","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3067695.3076077","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://pure.aber.ac.uk/ws/files/18342401/ZamudaZargesStiglicHrovat2017.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023172358","display_name":"Ale\u0161 Zamuda","orcid":"https://orcid.org/0000-0002-3340-5624"},"institutions":[{"id":"https://openalex.org/I37696226","display_name":"University of Maribor","ror":"https://ror.org/01d5jce07","country_code":"SI","type":"education","lineage":["https://openalex.org/I37696226"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Ale\u0161 Zamuda","raw_affiliation_strings":["University of Maribor, Maribor, Slovenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Maribor, Maribor, Slovenia","institution_ids":["https://openalex.org/I37696226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083499604","display_name":"Christine Zarges","orcid":"https://orcid.org/0000-0002-2829-4296"},"institutions":[{"id":"https://openalex.org/I16038530","display_name":"Aberystwyth University","ror":"https://ror.org/015m2p889","country_code":"GB","type":"education","lineage":["https://openalex.org/I16038530"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Christine Zarges","raw_affiliation_strings":["Aberystwyth University, Aberystwyth, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aberystwyth University, Aberystwyth, United Kingdom","institution_ids":["https://openalex.org/I16038530"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017783286","display_name":"Gregor \u0160tiglic","orcid":"https://orcid.org/0000-0002-0183-8679"},"institutions":[{"id":"https://openalex.org/I37696226","display_name":"University of Maribor","ror":"https://ror.org/01d5jce07","country_code":"SI","type":"education","lineage":["https://openalex.org/I37696226"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Gregor Stiglic","raw_affiliation_strings":["University of Maribor, Maribor, Slovenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Maribor, Maribor, Slovenia","institution_ids":["https://openalex.org/I37696226"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065453639","display_name":"Goran Hrovat","orcid":null},"institutions":[{"id":"https://openalex.org/I37696226","display_name":"University of Maribor","ror":"https://ror.org/01d5jce07","country_code":"SI","type":"education","lineage":["https://openalex.org/I37696226"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Goran Hrovat","raw_affiliation_strings":["University of Maribor, Maribor, Slovenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Maribor, Maribor, Slovenia","institution_ids":["https://openalex.org/I37696226"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"143","last_page":"144"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9950000047683716,"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":0.9861999750137329,"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/feature-selection","display_name":"Feature selection","score":0.8053975105285645},{"id":"https://openalex.org/keywords/lasso","display_name":"Lasso (programming language)","score":0.7450815439224243},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6585009098052979},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6029101014137268},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.5973654389381409},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5756581425666809},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5725897550582886},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5536245107650757},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.5505686402320862},{"id":"https://openalex.org/keywords/linear-regression","display_name":"Linear regression","score":0.5176497101783752},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5049863457679749},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.491055965423584},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.48617762327194214},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.40711861848831177},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35989609360694885},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22802671790122986},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.21729224920272827}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.8053975105285645},{"id":"https://openalex.org/C37616216","wikidata":"https://www.wikidata.org/wiki/Q3218363","display_name":"Lasso (programming language)","level":2,"score":0.7450815439224243},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6585009098052979},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6029101014137268},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.5973654389381409},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5756581425666809},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5725897550582886},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5536245107650757},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.5505686402320862},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.5176497101783752},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5049863457679749},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.491055965423584},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.48617762327194214},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.40711861848831177},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35989609360694885},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22802671790122986},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.21729224920272827},{"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},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3067695.3076077","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3067695.3076077","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","raw_type":"proceedings-article"},{"id":"pmh:oai:aber.ac.uk:openaire_cris_publications/1a4508bb-b498-4c56-b75b-ac0d7789479f","is_oa":true,"landing_page_url":"http://hdl.handle.net/2160/45354","pdf_url":"http://pure.aber.ac.uk/ws/files/18342401/ZamudaZargesStiglicHrovat2017.pdf","source":{"id":"https://openalex.org/S4306401660","display_name":"Aberystwyth Research portal (Aberystwyth University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I16038530","host_organization_name":"Aberystwyth University","host_organization_lineage":["https://openalex.org/I16038530"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":{"id":"pmh:oai:aber.ac.uk:openaire_cris_publications/1a4508bb-b498-4c56-b75b-ac0d7789479f","is_oa":true,"landing_page_url":"http://hdl.handle.net/2160/45354","pdf_url":"http://pure.aber.ac.uk/ws/files/18342401/ZamudaZargesStiglicHrovat2017.pdf","source":{"id":"https://openalex.org/S4306401660","display_name":"Aberystwyth Research portal (Aberystwyth University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I16038530","host_organization_name":"Aberystwyth University","host_organization_lineage":["https://openalex.org/I16038530"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},"sustainable_development_goals":[{"score":0.550000011920929,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[{"id":"https://openalex.org/G2291760295","display_name":"Computer Systems, Methodologies, and Intelligent Services","funder_award_id":"P2-0041","funder_id":"https://openalex.org/F4320322554","funder_display_name":"Javna Agencija za Raziskovalno Dejavnost RS"}],"funders":[{"id":"https://openalex.org/F4320320366","display_name":"European Cooperation in Science and Technology","ror":"https://ror.org/01bstzn19"},{"id":"https://openalex.org/F4320322554","display_name":"Javna Agencija za Raziskovalno Dejavnost RS","ror":"https://ror.org/059bp8k51"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2736265420.pdf"},"referenced_works_count":9,"referenced_works":["https://openalex.org/W2111547563","https://openalex.org/W2119387367","https://openalex.org/W2213612645","https://openalex.org/W2396679752","https://openalex.org/W2562162676","https://openalex.org/W2911964244","https://openalex.org/W3023540311","https://openalex.org/W4240003280","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W4293525103","https://openalex.org/W4361733514","https://openalex.org/W3174196512","https://openalex.org/W4323557163","https://openalex.org/W4318350883","https://openalex.org/W162238120","https://openalex.org/W4225307033","https://openalex.org/W4285084091","https://openalex.org/W4205111596","https://openalex.org/W3007201974"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,17,28],"Genetic":[4],"Algorithm":[5],"(GA)":[6],"application":[7],"to":[8,57],"measuring":[9],"feature":[10,29,37],"importance":[11],"in":[12],"machine":[13],"learning":[14],"(ML)":[15],"from":[16],"large-scale":[18],"database.":[19],"Too":[20],"many":[21],"input":[22],"features":[23,69],"may":[24],"cause":[25],"over-fitting,":[26,58],"therefore":[27],"selection":[30,38],"is":[31],"desirable.":[32],"Some":[33],"ML":[34],"algorithms":[35,65],"have":[36],"embedded,":[39],"e.g.,":[40,59],"lasso":[41],"penalized":[42],"linear":[43,61],"regression":[44],"or":[45],"random":[46],"forests.":[47],"Others":[48],"do":[49],"not":[50],"include":[51],"such":[52],"functionality":[53],"and":[54],"are":[55,70],"sensitive":[56],"unregularized":[60],"regression.":[62],"The":[63],"latter":[64],"require":[66],"that":[67],"proper":[68],"chosen":[71],"before":[72],"learning.":[73]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":4}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}