{"id":"https://openalex.org/W7141254439","doi":"https://doi.org/10.1109/icce67443.2026.11449841","title":"Delta-Attention-Based Deep Learning Model for Diabetes Prediction in Consumer Health Monitoring Systems","display_name":"Delta-Attention-Based Deep Learning Model for Diabetes Prediction in Consumer Health Monitoring Systems","publication_year":2026,"publication_date":"2026-02-03","ids":{"openalex":"https://openalex.org/W7141254439","doi":"https://doi.org/10.1109/icce67443.2026.11449841"},"language":"en","primary_location":{"id":"doi:10.1109/icce67443.2026.11449841","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce67443.2026.11449841","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE International Conference on Consumer Electronics (ICCE)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pure.ulster.ac.uk/en/publications/a7d72962-df9a-4144-a78f-b1f069cf9cce","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5130766861","display_name":"Varsha Arya","orcid":null},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Varsha Arya","raw_affiliation_strings":["Hong Kong Metropolitan University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong Metropolitan University,China","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130753722","display_name":"Akshat Gaurav","orcid":null},"institutions":[{"id":"https://openalex.org/I143578492","display_name":"Asia University","ror":"https://ror.org/038a1tp19","country_code":"TW","type":"education","lineage":["https://openalex.org/I143578492"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Akshat Gaurav","raw_affiliation_strings":["Asia University,Department of Computer Science and Information Engineering,Taichung,Taiwan,413"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Asia University,Department of Computer Science and Information Engineering,Taichung,Taiwan,413","institution_ids":["https://openalex.org/I143578492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041954077","display_name":"Priyanka Chaurasia","orcid":"https://orcid.org/0000-0003-4249-3678"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Priyanka Chaurasia","raw_affiliation_strings":["University of Ulster,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ulster,UK","institution_ids":["https://openalex.org/I138801177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086102702","display_name":"Kwok Tai Chui","orcid":"https://orcid.org/0000-0001-7992-9901"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Kwok Tai Chui","raw_affiliation_strings":["Hong Kong Metropolitan University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong Metropolitan University,China","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130751980","display_name":"Brij B. Gupta","orcid":null},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Brij B. Gupta","raw_affiliation_strings":["Hong Kong Metropolitan University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong Metropolitan University,China","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5130794698","display_name":"Ramakrishnan Raman","orcid":null},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ramakrishnan Raman","raw_affiliation_strings":["Symbiosis International (Deemed University),Pune,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Symbiosis International (Deemed University),Pune,India","institution_ids":["https://openalex.org/I244572783"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"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":0.3953000009059906,"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":0.3953000009059906,"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":0.13770000636577606,"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/T14347","display_name":"Big Data and Digital Economy","score":0.032499998807907104,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/deep-learning","display_name":"Deep learning","score":0.6646999716758728},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.373199999332428},{"id":"https://openalex.org/keywords/continuous-glucose-monitoring","display_name":"Continuous glucose monitoring","score":0.2987000048160553},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.28859999775886536},{"id":"https://openalex.org/keywords/health-data","display_name":"Health data","score":0.27140000462532043}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6646999716758728},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5091999769210815},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41190001368522644},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3732999861240387},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.373199999332428},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.31380000710487366},{"id":"https://openalex.org/C2986379492","wikidata":"https://www.wikidata.org/wiki/Q1638492","display_name":"Continuous glucose monitoring","level":4,"score":0.2987000048160553},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.28859999775886536},{"id":"https://openalex.org/C3017977704","wikidata":"https://www.wikidata.org/wiki/Q18745135","display_name":"Health data","level":3,"score":0.27140000462532043},{"id":"https://openalex.org/C2779363104","wikidata":"https://www.wikidata.org/wiki/Q17069079","display_name":"mHealth","level":3,"score":0.2671999931335449},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.25220000743865967},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2500999867916107}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icce67443.2026.11449841","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce67443.2026.11449841","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE International Conference on Consumer Electronics (ICCE)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:openaire/a7d72962-df9a-4144-a78f-b1f069cf9cce","is_oa":true,"landing_page_url":"https://pure.ulster.ac.uk/en/publications/a7d72962-df9a-4144-a78f-b1f069cf9cce","pdf_url":null,"source":{"id":"https://openalex.org/S4306402454","display_name":"Ulster University Research Portal (Ulster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138801177","host_organization_name":"University of Ulster","host_organization_lineage":["https://openalex.org/I138801177"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Arya, V, Gaurav, A, Chaurasia, P, Chui, K T, Gupta, B B & Raman, R 2026, Delta-Attention-Based Deep Learning Model for Diabetes Prediction in Consumer Health Monitoring Systems. in 2026 IEEE International Conference on Consumer Electronics (ICCE). 2026 IEEE International Conference on Consumer Electronics (ICCE), IEEE, pp. 1-6, 2026 IEEE International Conference on Consumer Electronics (ICCE), Dubai, United Arab Emirates, 3/02/26. https://doi.org/10.1109/icce67443.2026.11449841","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:pure.atira.dk:openaire/a7d72962-df9a-4144-a78f-b1f069cf9cce","is_oa":true,"landing_page_url":"https://pure.ulster.ac.uk/en/publications/a7d72962-df9a-4144-a78f-b1f069cf9cce","pdf_url":null,"source":{"id":"https://openalex.org/S4306402454","display_name":"Ulster University Research Portal (Ulster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138801177","host_organization_name":"University of Ulster","host_organization_lineage":["https://openalex.org/I138801177"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Arya, V, Gaurav, A, Chaurasia, P, Chui, K T, Gupta, B B & Raman, R 2026, Delta-Attention-Based Deep Learning Model for Diabetes Prediction in Consumer Health Monitoring Systems. in 2026 IEEE International Conference on Consumer Electronics (ICCE). 2026 IEEE International Conference on Consumer Electronics (ICCE), IEEE, pp. 1-6, 2026 IEEE International Conference on Consumer Electronics (ICCE), Dubai, United Arab Emirates, 3/02/26. https://doi.org/10.1109/icce67443.2026.11449841","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W3038294214","https://openalex.org/W4230197745","https://openalex.org/W4399405963","https://openalex.org/W4412075799","https://openalex.org/W4413143320","https://openalex.org/W4413193931","https://openalex.org/W4413352849","https://openalex.org/W4413398883","https://openalex.org/W4413734521","https://openalex.org/W4413740035","https://openalex.org/W4416199158","https://openalex.org/W4416837761"],"related_works":[],"abstract_inverted_index":{"Diabetes":[0],"is":[1],"one":[2],"of":[3,25,84,87,90,94],"the":[4,22,75,79,101],"most":[5],"prevalent":[6],"chronic":[7],"diseases":[8],"worldwide,":[9],"requiring":[10],"timely":[11],"diagnosis":[12],"and":[13,31,58,92,98,106],"continuous":[14,55],"monitoring":[15,120],"to":[16,64],"prevent":[17],"severe":[18],"health":[19,41,119],"complications.":[20],"With":[21],"growing":[23],"integration":[24],"artificial":[26],"intelligence":[27],"in":[28,68,117],"healthcare,":[29],"smart":[30],"efficient":[32],"models":[33],"are":[34],"essential":[35],"for":[36,113],"real-time":[37],"analysis":[38],"on":[39,74],"consumer":[40,118],"devices.":[42],"This":[43],"study":[44],"proposes":[45],"a":[46,60],"deep":[47],"learning":[48],"framework":[49],"that":[50],"integrates":[51],"categorical":[52],"embeddings":[53],"with":[54],"medical":[56],"features":[57],"introduces":[59],"novel":[61],"Delta-Attention":[62],"mechanism":[63],"dynamically":[65],"capture":[66],"variations":[67],"feature":[69],"importance":[70],"during":[71],"training.":[72],"Evaluated":[73],"Kaggle":[76],"diabetes":[77,115],"dataset,":[78],"model":[80,102],"achieved":[81],"an":[82],"accuracy":[83],"91.98%,":[85,91],"precision":[86],"94.92%,":[88],"recall":[89],"F1-score":[93],"92.91%.":[95],"Through":[96],"ablation":[97],"comparative":[99],"analyses,":[100],"demonstrated":[103],"superior":[104],"inter-pretability":[105],"computational":[107],"efficiency,":[108],"making":[109],"it":[110],"highly":[111],"suitable":[112],"on-device":[114],"prediction":[116],"systems.":[121]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-03-28T00:00:00"}
