{"id":"https://openalex.org/W4413886399","doi":"https://doi.org/10.1109/iwis66215.2025.11142400","title":"Hybrid Ensemble and Deep Learning Models for Improving Diabetes Prediction","display_name":"Hybrid Ensemble and Deep Learning Models for Improving Diabetes Prediction","publication_year":2025,"publication_date":"2025-07-21","ids":{"openalex":"https://openalex.org/W4413886399","doi":"https://doi.org/10.1109/iwis66215.2025.11142400"},"language":"en","primary_location":{"id":"doi:10.1109/iwis66215.2025.11142400","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwis66215.2025.11142400","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Workshop on Intelligent Systems (IWIS)","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":null,"display_name":"Cuu-Duong Dang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210148201","display_name":"Ho Chi Minh City University of Technology and Engineering","ror":"https://ror.org/05hzn5427","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210148201"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Cuu-Duong Dang","raw_affiliation_strings":["HCMC University of Technology and Education,Faculty of Information Technology,Ho Chi Minh City,Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HCMC University of Technology and Education,Faculty of Information Technology,Ho Chi Minh City,Vietnam","institution_ids":["https://openalex.org/I4210148201"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023725893","display_name":"Ngan Le","orcid":"https://orcid.org/0000-0003-2571-0511"},"institutions":[{"id":"https://openalex.org/I4210148201","display_name":"Ho Chi Minh City University of Technology and Engineering","ror":"https://ror.org/05hzn5427","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210148201"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Thi-My-Dung Le","raw_affiliation_strings":["HCMC University of Technology and Education,Faculty of Information Technology,Ho Chi Minh City,Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HCMC University of Technology and Education,Faculty of Information Technology,Ho Chi Minh City,Vietnam","institution_ids":["https://openalex.org/I4210148201"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011476665","display_name":"Van-Dung Hoang","orcid":"https://orcid.org/0000-0001-7554-1707"},"institutions":[{"id":"https://openalex.org/I4210148201","display_name":"Ho Chi Minh City University of Technology and Engineering","ror":"https://ror.org/05hzn5427","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210148201"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Van-Dung Hoang","raw_affiliation_strings":["HCMC University of Technology and Education,Faculty of Information Technology,Ho Chi Minh City,Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HCMC University of Technology and Education,Faculty of Information Technology,Ho Chi Minh City,Vietnam","institution_ids":["https://openalex.org/I4210148201"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210148201"],"apc_list":null,"apc_paid":null,"fwci":2.4843,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.92205529,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9951000213623047,"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"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9951000213623047,"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"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9562000036239624,"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/computer-science","display_name":"Computer science","score":0.6606211066246033},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.5840144753456116},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5530633330345154},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.549109160900116},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49551212787628174}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6606211066246033},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5840144753456116},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5530633330345154},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.549109160900116},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49551212787628174}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iwis66215.2025.11142400","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwis66215.2025.11142400","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Workshop on Intelligent Systems (IWIS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2158581396","https://openalex.org/W3108669571","https://openalex.org/W3190520168","https://openalex.org/W3204734758","https://openalex.org/W4206627303","https://openalex.org/W4220755962","https://openalex.org/W4220947922","https://openalex.org/W4293771242","https://openalex.org/W4310730668","https://openalex.org/W4311364090","https://openalex.org/W4313164259","https://openalex.org/W4313226887","https://openalex.org/W4319997244","https://openalex.org/W4400275440","https://openalex.org/W4401477932","https://openalex.org/W4401569760","https://openalex.org/W4406336902","https://openalex.org/W4407974942"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W2961085424","https://openalex.org/W3215138031","https://openalex.org/W4306674287","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W4387369504","https://openalex.org/W3082895349"],"abstract_inverted_index":{"Diabetes":[0],"mellitus,":[1],"a":[2,37,133],"major":[3],"metabolic":[4],"disorder":[5],"caused":[6],"by":[7],"insulin":[8,54],"dysfunction,":[9],"is":[10],"the":[11,58,77,112],"third":[12],"leading":[13],"cause":[14],"of":[15,125,136],"death":[16],"globally.":[17],"Early":[18],"diagnosis":[19],"plays":[20],"an":[21],"important":[22],"task":[23],"for":[24,41,82],"enhancing":[25],"treatment":[26],"effectiveness,":[27],"preventing":[28],"complications,":[29],"and":[30,53,67,76,84,104,127],"reducing":[31],"healthcare":[32],"costs.":[33],"This":[34],"study":[35],"introduces":[36],"deep":[38],"learning-based":[39],"framework":[40],"diabetes":[42],"prediction":[43,134],"based":[44],"on":[45],"key":[46],"clinical":[47],"features":[48],"such":[49],"as":[50],"BMI,":[51],"age,":[52],"levels.":[55],"To":[56],"address":[57],"class":[59],"imbalance":[60],"problem,":[61],"there":[62],"are":[63],"many":[64],"techniques":[65,89],"applied":[66],"compared":[68],"multiple":[69],"resampling":[70],"techniques:":[71],"Generative":[72],"Adversarial":[73],"Networks":[74],"(GAN),":[75],"Synthetic":[78],"Minority":[79],"Over-sampling":[80],"Technique":[81],"Nominal":[83],"Continuous":[85],"variables":[86],"(SMOTENC).":[87],"These":[88],"were":[90],"integrated":[91],"with":[92],"several":[93],"predictive":[94],"models,":[95],"including":[96],"Multi-layer":[97],"Perceptron":[98],"(MLP),":[99],"Long":[100],"Short-Term":[101],"Memory":[102],"(LSTM),":[103],"Stacking":[105],"ensemble":[106],"methods.":[107],"Experimental":[108],"results":[109],"demonstrate":[110],"that":[111],"proposed":[113],"approach":[114],"achieved":[115],"high":[116],"accuracy,":[117],"ranging":[118],"from":[119],"94%":[120],"to":[121],"96%.":[122],"The":[123],"combination":[124],"SMOTENC":[126],"MLP":[128],"outperformed":[129],"other":[130],"approaches,":[131],"reaching":[132],"accuracy":[135],"96.29%.":[137]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}
