{"id":"https://openalex.org/W1937069764","doi":null,"title":"PARAMETER SELECTION IN LEAST SQUARES-SUPPORT VECTOR MACHINES REGRESSION ORIENTED, USING GENERALIZED CROSS-VALIDATION","display_name":"PARAMETER SELECTION IN LEAST SQUARES-SUPPORT VECTOR MACHINES REGRESSION ORIENTED, USING GENERALIZED CROSS-VALIDATION","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W1937069764","mag":"1937069764"},"language":"en","primary_location":{"id":"pmh:oai:ojs.unal.edu.co:article/17407","doi":null,"is_oa":true,"landing_page_url":"https://revistas.unal.edu.co/index.php/dyna/article/view/17407","pdf_url":"https://revistas.unal.edu.co/index.php/dyna/article/download/17407/29796","source":{"id":"https://openalex.org/S194672249","display_name":"DYNA","issn_l":"0012-7353","issn":["0012-7353","2346-2183"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","latindex","norway-1","poland-20","publindex-c","russia-white-list-3","scielo"],"host_organization":"https://openalex.org/P4310318911","host_organization_name":"National University of Colombia","host_organization_lineage":["https://openalex.org/P4310318911"],"host_organization_lineage_names":["National University of Colombia"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"0012-7353","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://revistas.unal.edu.co/index.php/dyna/article/download/17407/29796","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051246446","display_name":"Andr\u00e9s Marino \u00c1lvarez-Meza","orcid":"https://orcid.org/0000-0002-3078-0701","observed_orcids":["https://orcid.org/0000-0002-3078-0701"]},"institutions":[{"id":"https://openalex.org/I36243813","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68","country_code":"CO","type":"education","lineage":["https://openalex.org/I36243813"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"\u00c1lvarez Meza, Andr\u00e9s Marino","raw_affiliation_strings":["Universidad Nacional De Colombia sede Manizales"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional De Colombia sede Manizales","institution_ids":["https://openalex.org/I36243813"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010389284","display_name":"Genaro Daza Santacoloma","orcid":"https://orcid.org/0000-0002-1429-5925","observed_orcids":["https://orcid.org/0000-0002-1429-5925"]},"institutions":[{"id":"https://openalex.org/I4210101155","display_name":"Universidad Antonio Nari\u00f1o","ror":"https://ror.org/014hpw227","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210101155"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Daza Santacoloma, Genaro","raw_affiliation_strings":["Universidad Antonio Nari\u00f1o, Sede Bogot\u00e1"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Antonio Nari\u00f1o, Sede Bogot\u00e1","institution_ids":["https://openalex.org/I4210101155"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Acosta Medina, Carlos Daniel","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I36243813","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68","country_code":"CO","type":"education","lineage":["https://openalex.org/I36243813"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Acosta Medina, Carlos Daniel","raw_affiliation_strings":["Universidad Nacional De Colombia sede Manizales"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional De Colombia sede Manizales","institution_ids":["https://openalex.org/I36243813"]}]},{"author_position":"last","author":{"id":null,"display_name":"Castellanos Dom\u00ednguez, Germ\u00e1n","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I36243813","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68","country_code":"CO","type":"education","lineage":["https://openalex.org/I36243813"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Castellanos Dom\u00ednguez, Germ\u00e1n","raw_affiliation_strings":["Universidad Nacional De Colombia sede Manizales"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional De Colombia sede Manizales","institution_ids":["https://openalex.org/I36243813"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.451,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.82598307,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.6068999767303467,"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"}},"topics":[{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.6068999767303467,"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/T10320","display_name":"Neural Networks and Applications","score":0.08529999852180481,"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/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.08500000089406967,"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/least-squares-support-vector-machine","display_name":"least squares support vector machine","score":0.9570000171661377},{"id":"https://openalex.org/keywords/parameter-selection","display_name":"parameter selection","score":0.7699999809265137},{"id":"https://openalex.org/keywords/generalized-cross-validation","display_name":"generalized cross-validation","score":0.8769999742507935},{"id":"https://openalex.org/keywords/hyperparameter-optimization","display_name":"hyperparameter optimization","score":0.8080000281333923},{"id":"https://openalex.org/keywords/linear-systems-of-equations","display_name":"systems of linear equations","score":0.5139999985694885},{"id":"https://openalex.org/keywords/automatic-parameter-selection","display_name":"automatic parameter selection","score":0.5450000166893005}],"concepts":[{"id":"https://openalex.org/C27181475","wikidata":"https://www.wikidata.org/wiki/Q541014","display_name":"Cross-validation","level":2,"score":0.7972691655158997},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6366873383522034},{"id":"https://openalex.org/C188649462","wikidata":"https://www.wikidata.org/wiki/Q2246261","display_name":"Generalized least squares","level":3,"score":0.612956702709198},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.5858432054519653},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5716052055358887},{"id":"https://openalex.org/C145828037","wikidata":"https://www.wikidata.org/wiki/Q17086219","display_name":"Least squares support vector machine","level":3,"score":0.544109046459198},{"id":"https://openalex.org/C9936470","wikidata":"https://www.wikidata.org/wiki/Q6510405","display_name":"Least-squares function approximation","level":3,"score":0.523230254650116},{"id":"https://openalex.org/C169241690","wikidata":"https://www.wikidata.org/wiki/Q7828122","display_name":"Total least squares","level":3,"score":0.4763607978820801},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4659823775291443},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4485425651073456},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43556177616119385},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4232410490512848},{"id":"https://openalex.org/C22354355","wikidata":"https://www.wikidata.org/wiki/Q422009","display_name":"Partial least squares regression","level":2,"score":0.41973668336868286},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3345797061920166},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28690406680107117},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"pmh:oai:ojs.unal.edu.co:article/17407","doi":null,"is_oa":true,"landing_page_url":"https://revistas.unal.edu.co/index.php/dyna/article/view/17407","pdf_url":"https://revistas.unal.edu.co/index.php/dyna/article/download/17407/29796","source":{"id":"https://openalex.org/S194672249","display_name":"DYNA","issn_l":"0012-7353","issn":["0012-7353","2346-2183"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","latindex","norway-1","poland-20","publindex-c","russia-white-list-3","scielo"],"host_organization":"https://openalex.org/P4310318911","host_organization_name":"National University of Colombia","host_organization_lineage":["https://openalex.org/P4310318911"],"host_organization_lineage_names":["National University of Colombia"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"0012-7353","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:www.bdigital.unal.edu.co:21121","doi":null,"is_oa":false,"landing_page_url":"http://bdigital.unal.edu.co/21121/2/17407-158373-1-PB.html","pdf_url":null,"source":{"id":"https://openalex.org/S4406922821","display_name":"Repositorio Institucional UN - Biblioteca Digital","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Art\u00edculo - Article"},{"id":"pmh:oai:repositorio.unal.edu.co:unal/31045","doi":null,"is_oa":true,"landing_page_url":"https://repositorio.unal.edu.co/handle/unal/31045","pdf_url":null,"source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"reponame:Repositorio UN","raw_type":"http://purl.org/coar/resource_type/c_6501"},{"id":"pmh:oai:dialnet.unirioja.es:ART0001436274","doi":null,"is_oa":false,"landing_page_url":"https://dialnet.unirioja.es/servlet/oaiart?codigo=7773412","pdf_url":null,"source":{"id":"https://openalex.org/S4306401293","display_name":"Dialnet (Universidad de la Rioja)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I168974976","host_organization_name":"Universidad de La Rioja","host_organization_lineage":["https://openalex.org/I168974976"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"DYNA: revista de la Facultad de Minas. Universidad Nacional de Colombia. Sede Medell\u00edn, ISSN 0012-7353, Vol. 79, N\u00ba. 171, 2012, pags. 23-30","raw_type":"text (article)"},{"id":"pmh:oai:doaj.org/article:38611e5aac17417e97530b40120df1d6","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/38611e5aac17417e97530b40120df1d6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Dyna, Vol 79, Iss 171, Pp 23-30 (2012)","raw_type":"article"},{"id":"pmh:oai:redalyc.org:49623207004","doi":null,"is_oa":false,"landing_page_url":"https://www.redalyc.org/articulo.oa?id=49623207004","pdf_url":null,"source":{"id":"https://openalex.org/S4377196100","display_name":"Redalyc (Universidad Aut\u00f3noma del Estado de M\u00e9xico)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I179647637","host_organization_name":"Universidad Aut\u00f3noma del Estado de M\u00e9xico","host_organization_lineage":["https://openalex.org/I179647637"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Dyna (Colombia) Num.171 Vol.79","raw_type":"art\u00edculo cient\u00edfico"}],"best_oa_location":{"id":"pmh:oai:ojs.unal.edu.co:article/17407","doi":null,"is_oa":true,"landing_page_url":"https://revistas.unal.edu.co/index.php/dyna/article/view/17407","pdf_url":"https://revistas.unal.edu.co/index.php/dyna/article/download/17407/29796","source":{"id":"https://openalex.org/S194672249","display_name":"DYNA","issn_l":"0012-7353","issn":["0012-7353","2346-2183"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","latindex","norway-1","poland-20","publindex-c","russia-white-list-3","scielo"],"host_organization":"https://openalex.org/P4310318911","host_organization_name":"National University of Colombia","host_organization_lineage":["https://openalex.org/P4310318911"],"host_organization_lineage_names":["National University of Colombia"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"0012-7353","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321458","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68"},{"id":"https://openalex.org/F4320335258","display_name":"Universidad Nacional de Colombia, Sede Manizales","ror":"https://ror.org/059yx9a68"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1937069764.pdf","grobid_xml":"https://content.openalex.org/works/W1937069764.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W35651078","https://openalex.org/W1496317909","https://openalex.org/W1589577455","https://openalex.org/W1800344985","https://openalex.org/W1943885092","https://openalex.org/W1990381576","https://openalex.org/W1998442441","https://openalex.org/W2030058292","https://openalex.org/W2061933243","https://openalex.org/W2084387308","https://openalex.org/W2095833674","https://openalex.org/W2107186460","https://openalex.org/W2109047032","https://openalex.org/W2132288941","https://openalex.org/W2158994553","https://openalex.org/W2168718013"],"related_works":["https://openalex.org/W2610314378","https://openalex.org/W2392910248","https://openalex.org/W2950363476","https://openalex.org/W2371322336","https://openalex.org/W2147965552","https://openalex.org/W2353287258","https://openalex.org/W2363242831","https://openalex.org/W1571478390","https://openalex.org/W2098604590","https://openalex.org/W2231945824"],"abstract_inverted_index":{"En":[0],"este":[1],"trabajo,":[2],"se":[3,94],"propone":[4],"una":[5],"metodolog\u00eda":[6],"para":[7],"la":[8,16,64],"selecci\u00f3n":[9],"autom\u00e1tica":[10],"de":[11,15,18,25,27,32,35,43,46,53,63,66,79,85],"los":[12,67,71,91],"par\u00e1metros":[13,68],"libres":[14,69],"t\u00e9cnica":[17,49],"regresi\u00f3n":[19],"basada":[20],"en":[21,70],"m\u00ednimos":[22],"cuadrados":[23],"m\u00e1quinas":[24],"vectores":[26],"soporte":[28],"(LS-SVM),":[29],"a":[30,56,90],"partir":[31],"un":[33,54],"an\u00e1lisis":[34],"validaci\u00f3n":[36],"cruzada":[37],"generalizada":[38],"multidimensional":[39],"sobre":[40,76],"el":[41,97],"conjunto":[42],"ecuaciones":[44],"lineales":[45],"LS-SVM.":[47],"La":[48],"desarrollada":[50],"no":[51],"requiere":[52],"conocimiento":[55],"priori":[57],"por":[58],"parte":[59],"del":[60],"usuario":[61],"acerca":[62],"influencia":[65],"resultados.":[72],"Se":[73],"realizan":[74],"experimentos":[75],"dos":[77,83],"bases":[78,84],"datos":[80,86],"artificiales":[81],"y":[82],"reales.":[87],"De":[88],"acuerdo":[89],"resultados":[92],"obtenidos,":[93],"concluye":[95],"que":[96],"algoritmo":[98],"desarrollado":[99],"calcula":[100],"regresiones":[101],"apropiadas":[102],"con":[103],"errores":[104],"relativos":[105],"competentes":[106]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":1}],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2016-06-24T00:00:00"}
