{"id":"https://openalex.org/W2049171317","doi":"https://doi.org/10.1109/embc.2014.6944617","title":"Neural network approach for non-invasive detection of hyperglycemia using electrocardiographic signals","display_name":"Neural network approach for non-invasive detection of hyperglycemia using electrocardiographic signals","publication_year":2014,"publication_date":"2014-08-01","ids":{"openalex":"https://openalex.org/W2049171317","doi":"https://doi.org/10.1109/embc.2014.6944617","mag":"2049171317","pmid":"https://pubmed.ncbi.nlm.nih.gov/25570985"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2014.6944617","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6944617","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://opus.lib.uts.edu.au/bitstream/10453/35490/1/Nguyen%20Su%20Nguyen%202014.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111618157","display_name":"Linh Lan Nguyen","orcid":null},"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":"Linh Lan Nguyen","raw_affiliation_strings":["Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, Broadway, NSW 2007, Australia","Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, Broadway NSW 2007, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, Broadway, NSW 2007, Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, Broadway NSW 2007, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055012056","display_name":"Steven W. Su","orcid":"https://orcid.org/0000-0002-5720-8852"},"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":"Steven Su","raw_affiliation_strings":["Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, Broadway, NSW 2007, Australia","Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, Broadway NSW 2007, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, Broadway, NSW 2007, Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, Broadway NSW 2007, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"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/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 T. Nguyen","raw_affiliation_strings":["Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, Broadway, NSW 2007, Australia","Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, Broadway NSW 2007, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, Broadway, NSW 2007, Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, Broadway NSW 2007, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I114017466"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":34,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2014","issue":null,"first_page":"4475","last_page":"4478"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9983000159263611,"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"}},"topics":[{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9983000159263611,"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/T10560","display_name":"Diabetes Management and Research","score":0.9950000047683716,"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":0.9837999939918518,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6414024233818054},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5997731685638428},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.5634928941726685},{"id":"https://openalex.org/keywords/complication","display_name":"Complication","score":0.526153028011322},{"id":"https://openalex.org/keywords/stroke","display_name":"Stroke (engine)","score":0.5192773342132568},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.4802986979484558},{"id":"https://openalex.org/keywords/electrocardiography","display_name":"Electrocardiography","score":0.45471784472465515},{"id":"https://openalex.org/keywords/blood-sugar","display_name":"Blood sugar","score":0.45405393838882446},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.42638060450553894},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2987384796142578},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2912806272506714},{"id":"https://openalex.org/keywords/endocrinology","display_name":"Endocrinology","score":0.09939181804656982},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06727060675621033}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6414024233818054},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5997731685638428},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.5634928941726685},{"id":"https://openalex.org/C81182388","wikidata":"https://www.wikidata.org/wiki/Q353963","display_name":"Complication","level":2,"score":0.526153028011322},{"id":"https://openalex.org/C2780645631","wikidata":"https://www.wikidata.org/wiki/Q671554","display_name":"Stroke (engine)","level":2,"score":0.5192773342132568},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.4802986979484558},{"id":"https://openalex.org/C2780040984","wikidata":"https://www.wikidata.org/wiki/Q79785","display_name":"Electrocardiography","level":2,"score":0.45471784472465515},{"id":"https://openalex.org/C2780485761","wikidata":"https://www.wikidata.org/wiki/Q275157","display_name":"Blood sugar","level":3,"score":0.45405393838882446},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.42638060450553894},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2987384796142578},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2912806272506714},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.09939181804656982},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06727060675621033},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001786","descriptor_name":"Blood Glucose","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D001786","descriptor_name":"Blood Glucose","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D001786","descriptor_name":"Blood Glucose","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D003922","descriptor_name":"Diabetes Mellitus, Type 1","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":false},{"descriptor_ui":"D003922","descriptor_name":"Diabetes Mellitus, Type 1","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":false},{"descriptor_ui":"D003922","descriptor_name":"Diabetes Mellitus, Type 1","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006943","descriptor_name":"Hyperglycemia","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":false},{"descriptor_ui":"D006943","descriptor_name":"Hyperglycemia","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":false},{"descriptor_ui":"D006943","descriptor_name":"Hyperglycemia","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":false},{"descriptor_ui":"D006943","descriptor_name":"Hyperglycemia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006943","descriptor_name":"Hyperglycemia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006943","descriptor_name":"Hyperglycemia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1109/embc.2014.6944617","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6944617","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},{"id":"pmid:25570985","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25570985","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/35490","is_oa":true,"landing_page_url":"http://hdl.handle.net/10453/35490","pdf_url":"https://opus.lib.uts.edu.au/bitstream/10453/35490/1/Nguyen%20Su%20Nguyen%202014.pdf","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"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/37226","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/37226","pdf_url":null,"source":{"id":"https://openalex.org/S4377196279","display_name":"OPUS - Open Publications of UTS Scholars (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"},{"id":"pmh:oai:researchbank.swinburne.edu.au:25b5af39-3516-4e77-81db-29384daffe18/1","is_oa":false,"landing_page_url":"http://hdl.handle.net/1959.3/440735","pdf_url":null,"source":{"id":"https://openalex.org/S4306401157","display_name":"Swinburne Research Bank (Swinburne University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I57093077","host_organization_name":"Swinburne University of Technology","host_organization_lineage":["https://openalex.org/I57093077"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2014), Chicago, Illinois, United States, 26-30 August 2014, pp. 4475-4478","raw_type":null}],"best_oa_location":{"id":"pmh:oai:opus.lib.uts.edu.au:10453/35490","is_oa":true,"landing_page_url":"http://hdl.handle.net/10453/35490","pdf_url":"https://opus.lib.uts.edu.au/bitstream/10453/35490/1/Nguyen%20Su%20Nguyen%202014.pdf","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"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.8199999928474426,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2049171317.pdf","grobid_xml":"https://content.openalex.org/works/W2049171317.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1565566980","https://openalex.org/W1644997609","https://openalex.org/W1969497301","https://openalex.org/W1999327097","https://openalex.org/W2000758355","https://openalex.org/W2043928972","https://openalex.org/W2051073431","https://openalex.org/W2056291484","https://openalex.org/W2062000170","https://openalex.org/W2071872606","https://openalex.org/W2083314455","https://openalex.org/W2097014929","https://openalex.org/W2120555939","https://openalex.org/W2129710423","https://openalex.org/W2133589238","https://openalex.org/W2138192406","https://openalex.org/W2175019937","https://openalex.org/W3023596864","https://openalex.org/W6650687694","https://openalex.org/W6776843964"],"related_works":["https://openalex.org/W2377830955","https://openalex.org/W4307845877","https://openalex.org/W2044447779","https://openalex.org/W2353687582","https://openalex.org/W2460041365","https://openalex.org/W2362105328","https://openalex.org/W2419671417","https://openalex.org/W2385876366","https://openalex.org/W2444171297","https://openalex.org/W3028623884"],"abstract_inverted_index":{"Hyperglycemia":[0,20],"or":[1],"high":[2],"blood":[3],"glucose":[4],"(sugar)":[5],"level":[6],"is":[7,60,102,137],"a":[8,57],"common":[9],"dangerous":[10],"complication":[11],"among":[12],"patients":[13],"with":[14,62],"Type":[15],"1":[16],"diabetes":[17],"mellitus":[18],"(T1DM).":[19],"can":[21,144],"cause":[22],"serious":[23],"health":[24],"problems":[25],"if":[26],"left":[27],"untreated":[28],"such":[29],"as":[30,81],"heart":[31],"disease,":[32],"stroke,":[33],"vision":[34],"and":[35,48,125,130,148,154],"nerve":[36],"problems.":[37],"Based":[38],"on":[39],"the":[40,63,73,87,114],"electrocardiographic":[41],"(ECG)":[42],"parameters,":[43],"we":[44],"have":[45],"identified":[46],"hyperglycemic":[47,140],"normoglycemic":[49],"states":[50],"in":[51,120,142],"T1DM":[52,89,143],"patients.":[53],"In":[54],"this":[55],"study,":[56],"classification":[58],"unit":[59],"introduced":[61],"approach":[64],"of":[65,75,96,99,117,122],"feed":[66],"forward":[67],"multi-layer":[68],"neural":[69],"network":[70],"to":[71,113],"detect":[72],"presences":[74],"hyperglycemic/normoglycemic":[76],"episodes":[77],"using":[78,86,151],"ECG":[79,109,152],"parameters":[80,110],"inputs.":[82],"A":[83],"practical":[84],"experiment":[85],"real":[88],"patients'":[90],"data":[91],"sets":[92],"collected":[93],"from":[94],"Department":[95],"Health,":[97],"Government":[98],"Western":[100],"Australia":[101],"studied.":[103],"Experimental":[104],"results":[105],"show":[106],"that":[107,139],"proposed":[108],"contributed":[111],"significantly":[112],"good":[115],"performance":[116],"hyperglycemia":[118],"detections":[119],"term":[121],"sensitivity,":[123],"specificity":[124],"geometric":[126],"mean":[127],"(70.59%,":[128],"65.38%,":[129],"67.94%,":[131],"respectively).":[132],"From":[133],"these":[134],"results,":[135],"it":[136],"proved":[138],"events":[141],"be":[145],"detected":[146],"non-invasively":[147],"effectively":[149],"by":[150],"signals":[153],"ANN":[155],"approach.":[156]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":6},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
