{"id":"https://openalex.org/W1966420811","doi":"https://doi.org/10.1109/cec.2013.6557683","title":"Multi-objective evolutionary algorithm for variable selection in calibration problems: A case study for protein concentration prediction","display_name":"Multi-objective evolutionary algorithm for variable selection in calibration problems: A case study for protein concentration prediction","publication_year":2013,"publication_date":"2013-06-01","ids":{"openalex":"https://openalex.org/W1966420811","doi":"https://doi.org/10.1109/cec.2013.6557683","mag":"1966420811"},"language":"en","primary_location":{"id":"doi:10.1109/cec.2013.6557683","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2013.6557683","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE Congress on Evolutionary Computation","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/A5040272221","display_name":"Daniel Vitor de Lucena","orcid":null},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Daniel Vitor de Lucena","raw_affiliation_strings":["Institute of Informatics, Federal University of Goi\u00e1s, Goiania, Brazil","Inst. of Inf., Fed. Univ. of Goias, Goiania, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Informatics, Federal University of Goi\u00e1s, Goiania, Brazil","institution_ids":["https://openalex.org/I68106152"]},{"raw_affiliation_string":"Inst. of Inf., Fed. Univ. of Goias, Goiania, Brazil","institution_ids":["https://openalex.org/I68106152"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108120878","display_name":"Telma Woerle de Lima","orcid":null},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Telma Woerle de Lima","raw_affiliation_strings":["Institute of Informatics, Federal University of Goi\u00e1s, Goiania, Brazil","Inst. of Inf., Fed. Univ. of Goias, Goiania, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Informatics, Federal University of Goi\u00e1s, Goiania, Brazil","institution_ids":["https://openalex.org/I68106152"]},{"raw_affiliation_string":"Inst. of Inf., Fed. Univ. of Goias, Goiania, Brazil","institution_ids":["https://openalex.org/I68106152"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070350214","display_name":"Anderson S. Soares","orcid":"https://orcid.org/0000-0002-4927-2221"},"institutions":[{"id":"https://openalex.org/I177909021","display_name":"Universidade Federal de S\u00e3o Carlos","ror":"https://ror.org/00qdc6m37","country_code":"BR","type":"education","lineage":["https://openalex.org/I177909021"]},{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Anderson da Silva Soares","raw_affiliation_strings":["ICMC-USP, University of S\u00e3o Paulo, Sao Carlos, Brazil","ICMC-USP, Univ. of Sao Paulo, Sao Carlos, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ICMC-USP, University of S\u00e3o Paulo, Sao Carlos, Brazil","institution_ids":["https://openalex.org/I177909021","https://openalex.org/I17974374"]},{"raw_affiliation_string":"ICMC-USP, Univ. of Sao Paulo, Sao Carlos, Brazil","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084551356","display_name":"Alexandre C. B. Delbem","orcid":"https://orcid.org/0000-0003-1810-1742"},"institutions":[{"id":"https://openalex.org/I177909021","display_name":"Universidade Federal de S\u00e3o Carlos","ror":"https://ror.org/00qdc6m37","country_code":"BR","type":"education","lineage":["https://openalex.org/I177909021"]},{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Alexandre C. B. Delbem","raw_affiliation_strings":["ICMC-USP, University of S\u00e3o Paulo, Sao Carlos, Brazil","ICMC-USP, Univ. of Sao Paulo, Sao Carlos, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ICMC-USP, University of S\u00e3o Paulo, Sao Carlos, Brazil","institution_ids":["https://openalex.org/I177909021","https://openalex.org/I17974374"]},{"raw_affiliation_string":"ICMC-USP, Univ. of Sao Paulo, Sao Carlos, Brazil","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080739504","display_name":"Arlindo Rodrigues Galv\u00e3o Filho","orcid":"https://orcid.org/0000-0003-2151-8039"},"institutions":[{"id":"https://openalex.org/I4210123805","display_name":"Instituto de Aeron\u00e1utica e Espa\u00e7o","ror":"https://ror.org/025n1fp68","country_code":"BR","type":"other","lineage":["https://openalex.org/I4210123805"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Arlindo Rodrigues Galvao Filho","raw_affiliation_strings":["Department of System and Control, Technological Institute of Aeronautics, Sao Jose dos Campos, Brazil","Dept. of Syst. & Control, Technol. Inst. of Aeronaut., Sao Jose dos Campos, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of System and Control, Technological Institute of Aeronautics, Sao Jose dos Campos, Brazil","institution_ids":["https://openalex.org/I4210123805"]},{"raw_affiliation_string":"Dept. of Syst. & Control, Technol. Inst. of Aeronaut., Sao Jose dos Campos, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040888425","display_name":"Clarimar Jos\u00e9 Coelho","orcid":"https://orcid.org/0000-0002-5163-2986"},"institutions":[{"id":"https://openalex.org/I43727914","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica de Goi\u00e1s","ror":"https://ror.org/02a7yfb86","country_code":"BR","type":"education","lineage":["https://openalex.org/I43727914"]},{"id":"https://openalex.org/I99332240","display_name":"Pontifical University of the Holy Cross","ror":"https://ror.org/02g30pd64","country_code":"IT","type":"education","lineage":["https://openalex.org/I99332240"]}],"countries":["BR","IT"],"is_corresponding":false,"raw_author_name":"Clarimar Jose Coelho","raw_affiliation_strings":["Computer Science Departament, Pontifical University Catholic of Go\u00edas, Goiania, Brazil","Comput. Sci. Dept., Pontifical Univ. Catholic of Goias, Goiania, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Departament, Pontifical University Catholic of Go\u00edas, Goiania, Brazil","institution_ids":["https://openalex.org/I43727914"]},{"raw_affiliation_string":"Comput. Sci. Dept., Pontifical Univ. Catholic of Goias, Goiania, Brazil","institution_ids":["https://openalex.org/I99332240"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001121280","display_name":"Gustavo Teodoro Laureano","orcid":"https://orcid.org/0000-0003-1475-4818"},"institutions":[{"id":"https://openalex.org/I43727914","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica de Goi\u00e1s","ror":"https://ror.org/02a7yfb86","country_code":"BR","type":"education","lineage":["https://openalex.org/I43727914"]},{"id":"https://openalex.org/I99332240","display_name":"Pontifical University of the Holy Cross","ror":"https://ror.org/02g30pd64","country_code":"IT","type":"education","lineage":["https://openalex.org/I99332240"]}],"countries":["BR","IT"],"is_corresponding":false,"raw_author_name":"Gustavo Teodoro Laureano","raw_affiliation_strings":["Computer Science Departament, Pontifical University Catholic of Go\u00edas, Goiania, Brazil","Comput. Sci. Dept., Pontifical Univ. Catholic of Goias, Goiania, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Departament, Pontifical University Catholic of Go\u00edas, Goiania, Brazil","institution_ids":["https://openalex.org/I43727914"]},{"raw_affiliation_string":"Comput. Sci. Dept., Pontifical Univ. Catholic of Goias, Goiania, Brazil","institution_ids":["https://openalex.org/I99332240"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5787,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.67037364,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1053","last_page":"1059"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11663","display_name":"Viral Infectious Diseases and Gene Expression in Insects","score":0.9957000017166138,"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/T12093","display_name":"Greenhouse Technology and Climate Control","score":0.9861999750137329,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.630274772644043},{"id":"https://openalex.org/keywords/calibration","display_name":"Calibration","score":0.5607039332389832},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5503491759300232},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.5297378301620483},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5120947360992432},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.49885988235473633},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.498366117477417},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4794023036956787},{"id":"https://openalex.org/keywords/variables","display_name":"Variables","score":0.4683246910572052},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4642890691757202},{"id":"https://openalex.org/keywords/minification","display_name":"Minification","score":0.45312950015068054},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.4439118504524231},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.44092410802841187},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.41880345344543457},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3874427080154419},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3138071596622467},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20878875255584717},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.16470056772232056}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.630274772644043},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.5607039332389832},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5503491759300232},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5297378301620483},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5120947360992432},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.49885988235473633},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.498366117477417},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4794023036956787},{"id":"https://openalex.org/C27574286","wikidata":"https://www.wikidata.org/wiki/Q320723","display_name":"Variables","level":2,"score":0.4683246910572052},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4642890691757202},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.45312950015068054},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.4439118504524231},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.44092410802841187},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.41880345344543457},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3874427080154419},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3138071596622467},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20878875255584717},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.16470056772232056},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec.2013.6557683","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2013.6557683","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE Congress on Evolutionary Computation","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5699999928474426}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1207736017","https://openalex.org/W1585939719","https://openalex.org/W1595498733","https://openalex.org/W1982755765","https://openalex.org/W1984973708","https://openalex.org/W2017422910","https://openalex.org/W2040104179","https://openalex.org/W2064152727","https://openalex.org/W2065735659","https://openalex.org/W2066124661","https://openalex.org/W2077218694","https://openalex.org/W2086190838","https://openalex.org/W2096669322","https://openalex.org/W2098722265","https://openalex.org/W2099287967","https://openalex.org/W2101849231","https://openalex.org/W2112107057","https://openalex.org/W2116661285","https://openalex.org/W2126105956","https://openalex.org/W2136681020","https://openalex.org/W2146254826","https://openalex.org/W2158284974","https://openalex.org/W2801961936","https://openalex.org/W4229941106"],"related_works":["https://openalex.org/W2906115061","https://openalex.org/W2977596624","https://openalex.org/W2145877535","https://openalex.org/W2744730182","https://openalex.org/W3134440233","https://openalex.org/W2751605210","https://openalex.org/W3151104768","https://openalex.org/W2419109832","https://openalex.org/W2068949283","https://openalex.org/W2891428731"],"abstract_inverted_index":{"This":[0,33],"paper":[1],"presents":[2,187],"a":[3,22,30,60,106,121,156,232],"multi-objective":[4,107,111],"formulation":[5,108],"for":[6,188,210],"variable":[7,157],"selection":[8,58],"in":[9,83,94,213,223,229],"calibration":[10,171],"problems.":[11],"The":[12,54,164,217,236],"prediction":[13,71,87,218,245],"of":[14,37,59,70,80,92,131,155,166,169,194,201,234],"protein":[15,52,162,195],"concentration":[16,196],"on":[17,197],"wheat":[18,143],"is":[19,56,141,152],"obtained":[20,28,145],"by":[21,29,146,241],"linear":[23,100],"regression":[24],"model":[25,237],"using":[26,109,238],"variables":[27,39,65,93,132,202,207,239],"spectrophotometer":[31],"device.":[32],"device":[34],"measure":[35],"hundreds":[36],"correlated":[38],"related":[40,98],"with":[41,159],"physicochemical":[42],"properties":[43],"and":[44,63,89,115,182,250],"that":[45,66],"can":[46],"be":[47],"used":[48,142],"to":[49,99,126,227],"estimate":[50],"the":[51,57,68,78,86,90,95,113,116,128,134,138,150,153,173,199,214,224],"concentration.":[53,163],"problem":[55],"subset":[61,130],"informative":[62],"uncorrelated":[64],"help":[67],"minimization":[69],"error.":[72],"In":[73],"this":[74,84],"work":[75],"we":[76,119],"propose":[77,120],"use":[79],"two":[81,110],"objectives":[82],"problem:":[85],"error":[88,219],"number":[91,200],"model,":[96],"both":[97],"equations":[101],"system":[102],"stability.":[103],"We":[104],"proposed":[105,230],"algorithms:":[112],"NSGA-II":[114],"SPEA-II.":[117],"Additionally":[118],"final":[122,129],"decision":[123],"maker":[124],"method":[125],"choice":[127],"from":[133,204,221],"Pareto":[135],"front.":[136],"For":[137,190],"case":[139],"study":[140],"data":[144],"NIR":[147,191],"spectrometry":[148],"where":[149],"objective":[151],"determination":[154],"subgroup":[158],"information":[160],"about":[161],"results":[165],"traditional":[167],"techniques":[168],"multivariate":[170],"as":[172],"Successive":[174],"Projections":[175],"Algorithm":[176],"(SPA),":[177],"Partial":[178],"Least":[179],"Square":[180],"(PLS)":[181],"mono-objective":[183],"genetic":[184],"algorithm":[185],"are":[186],"comparisons.":[189],"spectral":[192,206],"analysis":[193],"wheat,":[198],"selected":[203,240],"775":[205],"was":[208],"reduced":[209],"just":[211],"10":[212],"SPEA-II":[215,242],"algorithm.":[216],"decreased":[220],"0.2":[222],"classical":[225,248],"methods":[226],"0.09":[228],"approach,":[231],"reduction":[233],"45%.":[235],"had":[243],"better":[244],"performance":[246],"than":[247],"algorithms":[249],"full-spectrum":[251],"partial":[252],"least-squares":[253],"(PLS).":[254]},"counts_by_year":[{"year":2021,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2014,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
