{"id":"https://openalex.org/W2097014929","doi":"https://doi.org/10.1109/cec.2010.5586320","title":"Classification of hypoglycemic episodes for Type 1 diabetes mellitus based on neural networks","display_name":"Classification of hypoglycemic episodes for Type 1 diabetes mellitus based on neural networks","publication_year":2010,"publication_date":"2010-07-01","ids":{"openalex":"https://openalex.org/W2097014929","doi":"https://doi.org/10.1109/cec.2010.5586320","mag":"2097014929"},"language":"en","primary_location":{"id":"doi:10.1109/cec.2010.5586320","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2010.5586320","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Congress on Evolutionary Computation","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://espace.curtin.edu.au/bitstream/20.500.11937/34068/2/153969_153969.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068550413","display_name":"Kit Yan Chan","orcid":"https://orcid.org/0000-0003-4949-7647"},"institutions":[{"id":"https://openalex.org/I205640436","display_name":"Curtin University","ror":"https://ror.org/02n415q13","country_code":"AU","type":"education","lineage":["https://openalex.org/I205640436"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Kit Yan Chan","raw_affiliation_strings":["Digital Ecosystems and Business Intelligence Institute, Curtin University of Technology, WA, Australia"],"affiliations":[{"raw_affiliation_string":"Digital Ecosystems and Business Intelligence Institute, Curtin University of Technology, WA, Australia","institution_ids":["https://openalex.org/I205640436"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079852457","display_name":"Sai Ho Ling","orcid":"https://orcid.org/0000-0003-0849-5098"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sing Ho Ling","raw_affiliation_strings":["Centre of Health Technologies, Faculty of Engineering and IT, University of Health Technologies Sydney, Ultimo, NSW, Australia","Centre for Health Technologies, Faculty of Engineering and IT, University of Technology Sydney, Ultimo, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"Centre of Health Technologies, Faculty of Engineering and IT, University of Health Technologies Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Centre for Health Technologies, Faculty of Engineering and IT, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049421085","display_name":"Tharam S. Dillon","orcid":"https://orcid.org/0000-0002-7527-129X"},"institutions":[{"id":"https://openalex.org/I205640436","display_name":"Curtin University","ror":"https://ror.org/02n415q13","country_code":"AU","type":"education","lineage":["https://openalex.org/I205640436"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tharam Singh Dillon","raw_affiliation_strings":["Digital Ecosystems and Business Intelligence Institute, Curtin University of Technology, WA, Australia"],"affiliations":[{"raw_affiliation_string":"Digital Ecosystems and Business Intelligence Institute, Curtin University of Technology, WA, Australia","institution_ids":["https://openalex.org/I205640436"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100716476","display_name":"Hung T. Nguyen","orcid":"https://orcid.org/0000-0003-3373-8178"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]},{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hung Nguyen","raw_affiliation_strings":["Centre of Health Technologies, Faculty of Engineering and IT, Sydney University of Technology, Ultimo, NSW, Australia","Centre for Health Technologies, Faculty of Engineering and IT, University of Technology Sydney, Ultimo, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"Centre of Health Technologies, Faculty of Engineering and IT, Sydney University of Technology, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466","https://openalex.org/I129604602"]},{"raw_affiliation_string":"Centre for Health Technologies, Faculty of Engineering and IT, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5068550413"],"corresponding_institution_ids":["https://openalex.org/I205640436"],"apc_list":null,"apc_paid":null,"fwci":0.5558,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.70251311,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10560","display_name":"Diabetes Management and Research","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T10560","display_name":"Diabetes Management and Research","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.960099995136261,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9336000084877014,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"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":0.7264502048492432},{"id":"https://openalex.org/keywords/type-1-diabetes","display_name":"Type 1 diabetes","score":0.5729465484619141},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5714644193649292},{"id":"https://openalex.org/keywords/hypoglycemia","display_name":"Hypoglycemia","score":0.5343847274780273},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5052843689918518},{"id":"https://openalex.org/keywords/unit","display_name":"Unit (ring theory)","score":0.4715478718280792},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4506514072418213},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4307571053504944},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.42930367588996887},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.42728352546691895},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.42256516218185425},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.41808032989501953},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.41728100180625916},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4110490083694458},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.3817954361438751},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34976500272750854},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2555050849914551},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1488584280014038},{"id":"https://openalex.org/keywords/endocrinology","display_name":"Endocrinology","score":0.09409427642822266}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7264502048492432},{"id":"https://openalex.org/C2781232474","wikidata":"https://www.wikidata.org/wiki/Q124407","display_name":"Type 1 diabetes","level":3,"score":0.5729465484619141},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5714644193649292},{"id":"https://openalex.org/C2780668416","wikidata":"https://www.wikidata.org/wiki/Q202758","display_name":"Hypoglycemia","level":3,"score":0.5343847274780273},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5052843689918518},{"id":"https://openalex.org/C122637931","wikidata":"https://www.wikidata.org/wiki/Q118084","display_name":"Unit (ring theory)","level":2,"score":0.4715478718280792},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4506514072418213},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4307571053504944},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.42930367588996887},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.42728352546691895},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.42256516218185425},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.41808032989501953},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.41728100180625916},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4110490083694458},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.3817954361438751},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34976500272750854},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2555050849914551},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1488584280014038},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.09409427642822266},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/cec.2010.5586320","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2010.5586320","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Congress on Evolutionary Computation","raw_type":"proceedings-article"},{"id":"pmh:oai:espace.curtin.edu.au:20.500.11937/34068","is_oa":true,"landing_page_url":"http://hdl.handle.net/20.500.11937/34068","pdf_url":"https://espace.curtin.edu.au/bitstream/20.500.11937/34068/2/153969_153969.pdf","source":{"id":"https://openalex.org/S4306401790","display_name":"eSpace (Curtin University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205640436","host_organization_name":"Curtin University","host_organization_lineage":["https://openalex.org/I205640436"],"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 Paper"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/16287","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/16287","pdf_url":null,"source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceeding"}],"best_oa_location":{"id":"pmh:oai:espace.curtin.edu.au:20.500.11937/34068","is_oa":true,"landing_page_url":"http://hdl.handle.net/20.500.11937/34068","pdf_url":"https://espace.curtin.edu.au/bitstream/20.500.11937/34068/2/153969_153969.pdf","source":{"id":"https://openalex.org/S4306401790","display_name":"eSpace (Curtin University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205640436","host_organization_name":"Curtin University","host_organization_lineage":["https://openalex.org/I205640436"],"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 Paper"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.5799999833106995,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2097014929.pdf","grobid_xml":"https://content.openalex.org/works/W2097014929.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W201450371","https://openalex.org/W1514048016","https://openalex.org/W1517016597","https://openalex.org/W1965174214","https://openalex.org/W1973961812","https://openalex.org/W1980643059","https://openalex.org/W1986529940","https://openalex.org/W1998237413","https://openalex.org/W2008793385","https://openalex.org/W2018691188","https://openalex.org/W2023948527","https://openalex.org/W2027596360","https://openalex.org/W2027945080","https://openalex.org/W2039613922","https://openalex.org/W2048535006","https://openalex.org/W2055076627","https://openalex.org/W2057445904","https://openalex.org/W2062302861","https://openalex.org/W2078569477","https://openalex.org/W2088364278","https://openalex.org/W2088722156","https://openalex.org/W2102041666","https://openalex.org/W2108404288","https://openalex.org/W2115115600","https://openalex.org/W2128518257","https://openalex.org/W2139758155","https://openalex.org/W2140112671","https://openalex.org/W2144512362","https://openalex.org/W2160379357","https://openalex.org/W2488758846","https://openalex.org/W2769264260","https://openalex.org/W4205334862","https://openalex.org/W4241385086"],"related_works":["https://openalex.org/W4213318607","https://openalex.org/W2373648995","https://openalex.org/W4361214851","https://openalex.org/W2084374993","https://openalex.org/W2743557138","https://openalex.org/W4312224640","https://openalex.org/W2733743115","https://openalex.org/W2309375030","https://openalex.org/W2469549964","https://openalex.org/W80843980"],"abstract_inverted_index":{"Hypoglycemia":[0],"is":[1,45,48],"dangerous":[2],"for":[3,38,103],"Type":[4],"1":[5],"diabetes":[6],"mellitus":[7],"(T1DM)":[8],"patients.":[9,40],"Based":[10],"on":[11,83,97],"the":[12,23,33,52,71,98],"physiological":[13],"parameters,":[14],"we":[15],"have":[16],"developed":[17,95],"a":[18],"classification":[19,43,76,101],"unit":[20,44,77],"with":[21,93],"hybridizing":[22],"approaches":[24],"of":[25,35,61,64],"neural":[26,73],"networks":[27],"and":[28,47,86,111],"genetic":[29,112],"algorithm":[30],"to":[31],"identify":[32],"presences":[34],"hypoglycemic":[36],"episodes":[37],"TIDM":[39],"The":[41],"proposed":[42,72],"built":[46],"validated":[49],"by":[50],"using":[51],"real":[53],"T1DM":[54,88],"patients'":[55,89],"data":[56,90],"sets":[57,91],"collected":[58],"from":[59],"Department":[60],"Health,":[62],"Government":[63],"Western":[65],"Australia.":[66],"Experimental":[67],"results":[68,82],"show":[69],"that":[70],"network":[74],"based":[75,96],"can":[78],"achieve":[79],"more":[80],"accurate":[81],"both":[84],"trained":[85],"unseen":[87],"compared":[92],"those":[94],"commonly":[99],"used":[100],"methods":[102],"medical":[104],"diagnosis":[105],"including":[106],"statistical":[107],"regression,":[108],"fuzzy":[109],"regression":[110],"programming.":[113]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":2}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}