{"id":"https://openalex.org/W2138818159","doi":"https://doi.org/10.1109/cdc.2005.1582925","title":"Comparison of Neural Networks, Fuzzy and Stochastic Prediction Models for return of consciousness after general anesthesia","display_name":"Comparison of Neural Networks, Fuzzy and Stochastic Prediction Models for return of consciousness after general anesthesia","publication_year":2006,"publication_date":"2006-10-04","ids":{"openalex":"https://openalex.org/W2138818159","doi":"https://doi.org/10.1109/cdc.2005.1582925","mag":"2138818159"},"language":"en","primary_location":{"id":"doi:10.1109/cdc.2005.1582925","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2005.1582925","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 44th IEEE Conference on Decision and Control","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/A5079696986","display_name":"Catarina S. Nunes","orcid":"https://orcid.org/0000-0002-8357-0994"},"institutions":[{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"C.S. Nunes","raw_affiliation_strings":["Departamento de Matem\u00e1tica Aplicada,Faculdade de Ciencias, Universidade do Porto, Porto, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departamento de Matem\u00e1tica Aplicada,Faculdade de Ciencias, Universidade do Porto, Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027560360","display_name":"Teresa Mendon\u00e7a","orcid":"https://orcid.org/0000-0001-7539-7549"},"institutions":[{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"T.F. Mendonca","raw_affiliation_strings":["Departamento de Matem\u00e1tica Aplicada,Faculdade de Ciencias, Universidade do Porto, Porto, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departamento de Matem\u00e1tica Aplicada,Faculdade de Ciencias, Universidade do Porto, Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019911294","display_name":"Pedro Amorim","orcid":"https://orcid.org/0000-0001-7466-4174"},"institutions":[{"id":"https://openalex.org/I4210127365","display_name":"Hospital de Santo Ant\u00f3nio","ror":"https://ror.org/02m9pj861","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4210127365","https://openalex.org/I4210154840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"P. Amorim","raw_affiliation_strings":["Departamento de Anestesiologia, Hospital Geral de Santo Ant\u00f3nio, Porto, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departamento de Anestesiologia, Hospital Geral de Santo Ant\u00f3nio, Porto, Portugal","institution_ids":["https://openalex.org/I4210127365"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008024144","display_name":"D. Ferreira","orcid":"https://orcid.org/0000-0002-9720-3140"},"institutions":[{"id":"https://openalex.org/I155381812","display_name":"University of Tr\u00e1s-os-Montes and Alto Douro","ror":"https://ror.org/03qc8vh97","country_code":"PT","type":"education","lineage":["https://openalex.org/I155381812"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"D.A. Ferreira","raw_affiliation_strings":["Universidade de Tr\u00e1s-os-Montes e Alto Douro UTAD, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade de Tr\u00e1s-os-Montes e Alto Douro UTAD, Portugal","institution_ids":["https://openalex.org/I155381812"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053949279","display_name":"L. Antunes","orcid":"https://orcid.org/0000-0002-9757-6879"},"institutions":[{"id":"https://openalex.org/I155381812","display_name":"University of Tr\u00e1s-os-Montes and Alto Douro","ror":"https://ror.org/03qc8vh97","country_code":"PT","type":"education","lineage":["https://openalex.org/I155381812"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"L. Antunes","raw_affiliation_strings":["Universidade de Tr\u00e1s-os-Montes e Alto Douro UTAD, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade de Tr\u00e1s-os-Montes e Alto Douro UTAD, Portugal","institution_ids":["https://openalex.org/I155381812"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5079696986"],"corresponding_institution_ids":["https://openalex.org/I182534213"],"apc_list":null,"apc_paid":null,"fwci":0.6357,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.74196477,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"4827","last_page":"4832"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10436","display_name":"Anesthesia and Sedative Agents","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2703","display_name":"Anesthesiology and Pain Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10436","display_name":"Anesthesia and Sedative Agents","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2703","display_name":"Anesthesiology and Pain Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11472","display_name":"Analytical Chemistry and Sensors","score":0.9921000003814697,"subfield":{"id":"https://openalex.org/subfields/1502","display_name":"Bioengineering"},"field":{"id":"https://openalex.org/fields/15","display_name":"Chemical Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11700","display_name":"Hemodynamic Monitoring and Therapy","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.562269926071167},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5133008360862732},{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.5041509866714478},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48812875151634216},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.47462546825408936},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.42479363083839417},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.407077431678772},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3928273618221283},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3823283612728119},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.22084566950798035}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.562269926071167},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5133008360862732},{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.5041509866714478},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48812875151634216},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.47462546825408936},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42479363083839417},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.407077431678772},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3928273618221283},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3823283612728119},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.22084566950798035},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/cdc.2005.1582925","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2005.1582925","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 44th IEEE Conference on Decision and Control","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.897.1616","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.897.1616","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://repositorio.chporto.pt///bitstream/10400.16/480/1/caso7%20pdf.pdf","raw_type":"text"},{"id":"pmh:oai:repositorioaberto.uab.pt:10400.2/13940","is_oa":false,"landing_page_url":"http://hdl.handle.net/10400.2/13940","pdf_url":null,"source":{"id":"https://openalex.org/S4377196553","display_name":"Open Repository - Open University (Universidade Aberta)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201025148","host_organization_name":"Universidade Aberta","host_organization_lineage":["https://openalex.org/I201025148"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference object"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.7599999904632568,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W584018385","https://openalex.org/W1971539889","https://openalex.org/W2013458149","https://openalex.org/W2019207321","https://openalex.org/W2021793310","https://openalex.org/W2024687868","https://openalex.org/W2079325629","https://openalex.org/W2080678125","https://openalex.org/W2115473091","https://openalex.org/W2122171313","https://openalex.org/W2153488472","https://openalex.org/W2171807628","https://openalex.org/W2240919951","https://openalex.org/W2488700677","https://openalex.org/W2796521473","https://openalex.org/W4248958492"],"related_works":["https://openalex.org/W2114654021","https://openalex.org/W2263529430","https://openalex.org/W2389800468","https://openalex.org/W2763641192","https://openalex.org/W2150377753","https://openalex.org/W2392430664","https://openalex.org/W3162202563","https://openalex.org/W2377425550","https://openalex.org/W3006331445","https://openalex.org/W4319296131"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"three":[3],"modeling":[4],"techniques":[5],"to":[6,32,56,139,153],"predict":[7],"return":[8],"of":[9,19,52,72,110,124],"consciousness":[10],"(ROC)":[11],"after":[12],"general":[13],"anesthesia,":[14],"considering":[15],"the":[16,20,37,43,50,53,64,88,128,143,149,166,176],"effect":[17,131],"concentration":[18,132],"anesthetic":[21,41,129],"drug":[22,130],"at":[23,133],"awakening.":[24,134],"First,":[25],"several":[26],"clinical":[27,125],"variables":[28,89],"were":[29,85,96,119,162],"statistically":[30],"analysed":[31],"determine":[33],"their":[34],"correlation":[35,60],"with":[36,80,90,127,175],"awakening":[38],"concentration.":[39],"The":[40,145,158,169],"and":[42,49,141,148],"analgesic":[44],"mean":[45,65],"dose":[46],"during":[47,69],"surgery,":[48,70],"age":[51],"patient,":[54],"proved":[55,152],"have":[57,154],"significantly":[58],"high":[59],"coefficients.":[61],"Variables":[62],"like":[63],"bispectral":[66],"index":[67],"value":[68],"duration":[71],"surgery":[73],"did":[74],"not":[75],"present":[76],"a":[77],"statistical":[78],"relation":[79],"ROC.":[81],"Stochastic":[82],"regression":[83],"models":[84,95,147,151,161],"built":[86,97],"using":[87,98],"higher":[91],"correlation.":[92],"Secondly,":[93],"fuzzy":[94,150,177],"an":[99],"Adaptive":[100],"Network-Based":[101],"Fuzzy":[102],"Inference":[103],"System":[104],"(ANFIS)":[105],"also":[106],"relating":[107,121],"different":[108,122],"sets":[109,123],"variables.":[111],"Thirdly,":[112],"radial":[113],"basis":[114],"function":[115],"(RBF)":[116],"neural":[117],"networks":[118],"trained":[120],"values":[126],"Clinical":[135],"data":[136],"was":[137,173],"used":[138],"train":[140],"test":[142],"models.":[144,178],"stochastic":[146],"good":[155],"prediction":[156],"properties.":[157],"RBF":[159],"network":[160],"more":[163],"biased":[164],"towards":[165],"training":[167],"set.":[168],"best":[170],"balanced":[171],"performance":[172],"achieved":[174]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-29T06:10:49.150238","created_date":"2025-10-10T00:00:00"}
