{"id":"https://openalex.org/W2069238607","doi":"https://doi.org/10.1145/2739482.2768508","title":"Data-Based Identification of Prediction Models for Glucose","display_name":"Data-Based Identification of Prediction Models for Glucose","publication_year":2015,"publication_date":"2015-07-10","ids":{"openalex":"https://openalex.org/W2069238607","doi":"https://doi.org/10.1145/2739482.2768508","mag":"2069238607"},"language":"en","primary_location":{"id":"doi:10.1145/2739482.2768508","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2739482.2768508","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Companion Publication of the 2015 Annual Conference on Genetic and 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/A5101456216","display_name":"J. Manuel Velasco","orcid":"https://orcid.org/0000-0001-5993-2521"},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"J. Manuel Velasco","raw_affiliation_strings":["Universidad Complutense de Madrid, Madrid, Spain"],"affiliations":[{"raw_affiliation_string":"Universidad Complutense de Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I121748325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036920760","display_name":"Stephan Winkler","orcid":"https://orcid.org/0000-0002-5196-4294"},"institutions":[{"id":"https://openalex.org/I4210136249","display_name":"University of Applied Sciences Upper Austria","ror":"https://ror.org/03jqp6d56","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210136249"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Stephan Winkler","raw_affiliation_strings":["University of Applied Sciences Upper Austria, Hagenberg, Austria"],"affiliations":[{"raw_affiliation_string":"University of Applied Sciences Upper Austria, Hagenberg, Austria","institution_ids":["https://openalex.org/I4210136249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085569944","display_name":"J. Ignacio Hidalgo","orcid":"https://orcid.org/0000-0002-3046-6368"},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"J. Ignacio Hidalgo","raw_affiliation_strings":["Universidad Complutense de Madrid, Madrid, Spain"],"affiliations":[{"raw_affiliation_string":"Universidad Complutense de Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I121748325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022352568","display_name":"\u00d3scar Garnica","orcid":"https://orcid.org/0000-0001-5064-2587"},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Oscar Garnica","raw_affiliation_strings":["Universidad Complutense de Madrid, Madrid, Spain"],"affiliations":[{"raw_affiliation_string":"Universidad Complutense de Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I121748325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109358307","display_name":"Juan Lanchares","orcid":null},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan Lanchares","raw_affiliation_strings":["Universidad Complutense de Madrid, Madrid, Spain"],"affiliations":[{"raw_affiliation_string":"Universidad Complutense de Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I121748325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053705697","display_name":"J. Manuel Colmenar","orcid":"https://orcid.org/0000-0001-7490-9450"},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"J. Manuel Colmenar","raw_affiliation_strings":["Universidad Complutense de Madrid, Madrid, Spain"],"affiliations":[{"raw_affiliation_string":"Universidad Complutense de Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I121748325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085620332","display_name":"Esther Maqueda","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111854","display_name":"Hospital Virgen de la Salud","ror":"https://ror.org/0289cxp23","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210111854","https://openalex.org/I4210141158","https://openalex.org/I4210163156"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Esther Maqueda","raw_affiliation_strings":["Hospital Virgen de la Salud, Toledo, Spain"],"affiliations":[{"raw_affiliation_string":"Hospital Virgen de la Salud, Toledo, Spain","institution_ids":["https://openalex.org/I4210111854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041464849","display_name":"Marta Botella","orcid":null},"institutions":[{"id":"https://openalex.org/I4210106572","display_name":"Hospital Universitario Pr\u00edncipe de Asturias","ror":"https://ror.org/01az6dv73","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210106572","https://openalex.org/I4210139293"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Marta Botella","raw_affiliation_strings":["Hospital Principe de Asturias, Alcal\u00e1 de Henares, Spain"],"affiliations":[{"raw_affiliation_string":"Hospital Principe de Asturias, Alcal\u00e1 de Henares, Spain","institution_ids":["https://openalex.org/I4210106572"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043526590","display_name":"Jos\u00e9 Antonio Rubio","orcid":"https://orcid.org/0000-0001-5311-910X"},"institutions":[{"id":"https://openalex.org/I4210106572","display_name":"Hospital Universitario Pr\u00edncipe de Asturias","ror":"https://ror.org/01az6dv73","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210106572","https://openalex.org/I4210139293"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jose-Antonio Rubio","raw_affiliation_strings":["Hospital Principe de Asturias, Alcal\u00e1 de Henares, Spain"],"affiliations":[{"raw_affiliation_string":"Hospital Principe de Asturias, Alcal\u00e1 de Henares, Spain","institution_ids":["https://openalex.org/I4210106572"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5101456216"],"corresponding_institution_ids":["https://openalex.org/I121748325"],"apc_list":null,"apc_paid":null,"fwci":0.8629,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.82245958,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"2","issue":null,"first_page":"1327","last_page":"1334"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9987000226974487,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9987000226974487,"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/T10791","display_name":"Advanced Control Systems Optimization","score":0.987500011920929,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9718999862670898,"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/exponential-smoothing","display_name":"Exponential smoothing","score":0.7475624680519104},{"id":"https://openalex.org/keywords/smoothing","display_name":"Smoothing","score":0.7317484021186829},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6231990456581116},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5702866911888123},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.49835872650146484},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.4570704698562622},{"id":"https://openalex.org/keywords/exponential-function","display_name":"Exponential function","score":0.4444020688533783},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.4352269768714905},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41629067063331604},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4160265326499939},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4131927192211151},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.34761756658554077},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3132269084453583}],"concepts":[{"id":"https://openalex.org/C133710760","wikidata":"https://www.wikidata.org/wiki/Q775837","display_name":"Exponential smoothing","level":2,"score":0.7475624680519104},{"id":"https://openalex.org/C3770464","wikidata":"https://www.wikidata.org/wiki/Q775963","display_name":"Smoothing","level":2,"score":0.7317484021186829},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6231990456581116},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5702866911888123},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.49835872650146484},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.4570704698562622},{"id":"https://openalex.org/C151376022","wikidata":"https://www.wikidata.org/wiki/Q168698","display_name":"Exponential function","level":2,"score":0.4444020688533783},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.4352269768714905},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41629067063331604},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4160265326499939},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4131927192211151},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.34761756658554077},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3132269084453583},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"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:10.1145/2739482.2768508","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2739482.2768508","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Companion Publication of the 2015 Annual Conference on Genetic and Evolutionary Computation","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W297841065","https://openalex.org/W416710756","https://openalex.org/W1543488019","https://openalex.org/W1576818901","https://openalex.org/W1985682277","https://openalex.org/W2025272597","https://openalex.org/W2026207398","https://openalex.org/W2125199656","https://openalex.org/W2125370735","https://openalex.org/W2158711921","https://openalex.org/W2171613573","https://openalex.org/W2596624061","https://openalex.org/W2811507150"],"related_works":["https://openalex.org/W2068015237","https://openalex.org/W4382138423","https://openalex.org/W3110660585","https://openalex.org/W4285210468","https://openalex.org/W2997404012","https://openalex.org/W4236520329","https://openalex.org/W4385790854","https://openalex.org/W2375002273","https://openalex.org/W4206732483","https://openalex.org/W2093101924"],"abstract_inverted_index":{"Diabetes":[0],"mellitus":[1],"is":[2,21,42],"a":[3,15,45,78],"disease":[4,20],"that":[5,33],"affects":[6],"to":[7,23,43],"hundreds":[8],"of":[9,11,18,29,40,64,80,110,122,134],"million":[10],"people":[12],"worldwide.":[13],"Maintaining":[14],"good":[16],"control":[17,39],"the":[19,30,36,62,120,132],"critical":[22],"avoid":[24],"severe":[25],"long-term":[26],"complications.":[27],"One":[28],"main":[31],"problems":[32],"arise":[34],"in":[35,51],"(semi)":[37],"automatic":[38],"diabetes,":[41],"get":[44],"model":[46],"explaining":[47],"how":[48],"glucose":[49,124],"levels":[50],"blood":[52],"vary":[53],"with":[54,77],"insulin,":[55],"food":[56],"intakes":[57],"and":[58,92,96,99,114,131],"other":[59],"factors,":[60],"fitting":[61],"characteristics":[63],"each":[65],"individual":[66],"or":[67],"patient.":[68],"In":[69],"this":[70],"paper":[71],"we":[72],"compare":[73],"genetic":[74],"programming":[75],"techniques":[76,137],"set":[79],"classical":[81,84,94],"identification":[82],"techniques:":[83],"simple":[85],"exponential":[86,91],"smoothing,":[87],"Holt's":[88],"smoothing":[89],"(linear,":[90],"damped),":[93],"Holt":[95],"Winters":[97],"methods":[98],"auto":[100],"regressive":[101],"integrated":[102],"moving":[103],"average":[104],"modeling.":[105],"We":[106],"consider":[107],"predictions":[108],"horizons":[109],"30,":[111],"60,":[112],"90":[113],"120":[115],"minutes.":[116],"Experimental":[117],"results":[118],"shows":[119],"difficulty":[121],"predicting":[123],"values":[125],"for":[126,138],"more":[127],"than":[128],"60":[129],"minutes":[130],"necessity":[133],"adapt":[135],"GP":[136],"those":[139],"dynamic":[140],"environments.":[141]},"counts_by_year":[{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}