{"id":"https://openalex.org/W7141341518","doi":"https://doi.org/10.1109/icce67443.2026.11449736","title":"MM-Fusion: Multimodal Fusion for Alzheimer\u2019s Screening Using Structural MRI and Demographic Data","display_name":"MM-Fusion: Multimodal Fusion for Alzheimer\u2019s Screening Using Structural MRI and Demographic Data","publication_year":2026,"publication_date":"2026-02-03","ids":{"openalex":"https://openalex.org/W7141341518","doi":"https://doi.org/10.1109/icce67443.2026.11449736"},"language":null,"primary_location":{"id":"doi:10.1109/icce67443.2026.11449736","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce67443.2026.11449736","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":"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/A5122874980","display_name":"Noreen Fatima","orcid":null},"institutions":[{"id":"https://openalex.org/I132806614","display_name":"University of Dubai","ror":"https://ror.org/05h0z7c09","country_code":"AE","type":"education","lineage":["https://openalex.org/I132806614"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Noreen Fatima","raw_affiliation_strings":["University of Dubai,College of Engineering and Information Technology,Dubai,UAE,14143"],"affiliations":[{"raw_affiliation_string":"University of Dubai,College of Engineering and Information Technology,Dubai,UAE,14143","institution_ids":["https://openalex.org/I132806614"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037331113","display_name":"Yassine Himeur","orcid":"https://orcid.org/0000-0001-8904-5587"},"institutions":[{"id":"https://openalex.org/I132806614","display_name":"University of Dubai","ror":"https://ror.org/05h0z7c09","country_code":"AE","type":"education","lineage":["https://openalex.org/I132806614"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Yassine Himeur","raw_affiliation_strings":["University of Dubai,College of Engineering and Information Technology,Dubai,UAE,14143"],"affiliations":[{"raw_affiliation_string":"University of Dubai,College of Engineering and Information Technology,Dubai,UAE,14143","institution_ids":["https://openalex.org/I132806614"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047932140","display_name":"Hamzah Ali Alkhazaleh","orcid":"https://orcid.org/0000-0002-0218-5219"},"institutions":[{"id":"https://openalex.org/I132806614","display_name":"University of Dubai","ror":"https://ror.org/05h0z7c09","country_code":"AE","type":"education","lineage":["https://openalex.org/I132806614"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Hamzah Ali Alkhazaleh","raw_affiliation_strings":["University of Dubai,College of Engineering and Information Technology,Dubai,UAE,14143"],"affiliations":[{"raw_affiliation_string":"University of Dubai,College of Engineering and Information Technology,Dubai,UAE,14143","institution_ids":["https://openalex.org/I132806614"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122908340","display_name":"Shadi Atalla","orcid":null},"institutions":[{"id":"https://openalex.org/I132806614","display_name":"University of Dubai","ror":"https://ror.org/05h0z7c09","country_code":"AE","type":"education","lineage":["https://openalex.org/I132806614"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Shadi Atalla","raw_affiliation_strings":["University of Dubai,College of Engineering and Information Technology,Dubai,UAE,14143"],"affiliations":[{"raw_affiliation_string":"University of Dubai,College of Engineering and Information Technology,Dubai,UAE,14143","institution_ids":["https://openalex.org/I132806614"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081414719","display_name":"Wathiq Mansoor","orcid":"https://orcid.org/0000-0003-2784-5188"},"institutions":[{"id":"https://openalex.org/I132806614","display_name":"University of Dubai","ror":"https://ror.org/05h0z7c09","country_code":"AE","type":"education","lineage":["https://openalex.org/I132806614"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Wathiq Mansoor","raw_affiliation_strings":["University of Dubai,College of Engineering and Information Technology,Dubai,UAE,14143"],"affiliations":[{"raw_affiliation_string":"University of Dubai,College of Engineering and Information Technology,Dubai,UAE,14143","institution_ids":["https://openalex.org/I132806614"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041045029","display_name":"Fay\u00e7al Bensaali","orcid":"https://orcid.org/0000-0002-9273-4735"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Faycal Bensaali","raw_affiliation_strings":["Qatar University,Department of Electrical Engineering,Doha,Qatar"],"affiliations":[{"raw_affiliation_string":"Qatar University,Department of Electrical Engineering,Doha,Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5127364765","display_name":"Amin Beheshti","orcid":null},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Amin Beheshti","raw_affiliation_strings":["Macquarie University,School of Computing,Sydney,Australia"],"affiliations":[{"raw_affiliation_string":"Macquarie University,School of Computing,Sydney,Australia","institution_ids":["https://openalex.org/I99043593"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5122874980"],"corresponding_institution_ids":["https://openalex.org/I132806614"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.84685096,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.2921999990940094,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.2921999990940094,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.11169999837875366,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.04470000043511391,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/sensor-fusion","display_name":"Sensor fusion","score":0.37470000982284546},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.33739998936653137},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32690000534057617},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.32109999656677246}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.519599974155426},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46869999170303345},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.38499999046325684},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.37470000982284546},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.33739998936653137},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32690000534057617},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.32109999656677246},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.3043000102043152},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.30250000953674316},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2750000059604645}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icce67443.2026.11449736","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce67443.2026.11449736","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2601418911","https://openalex.org/W3087050764","https://openalex.org/W3126870425","https://openalex.org/W3127597934","https://openalex.org/W3134726279","https://openalex.org/W4205277214","https://openalex.org/W4220791357","https://openalex.org/W4224229533","https://openalex.org/W4301431434","https://openalex.org/W4319303935","https://openalex.org/W4377234261","https://openalex.org/W4383872162","https://openalex.org/W4386187727","https://openalex.org/W4388473567","https://openalex.org/W4388508522","https://openalex.org/W4392977234","https://openalex.org/W4401233219"],"related_works":[],"abstract_inverted_index":{"Early":[0],"detection":[1],"of":[2],"Alzheimer\u2019s":[3],"disease":[4],"(AD)":[5],"from":[6],"routine":[7],"MRI":[8,48],"remains":[9],"difficult":[10],"because":[11],"many":[12],"automated":[13],"methods":[14],"either":[15],"ignore":[16],"clinical":[17,177],"context":[18],"(e.g.,":[19],"demographics)":[20],"or":[21],"are":[22,72],"too":[23],"complex":[24],"for":[25,28,47,56,176],"practical":[26],"use;":[27],"this":[29],"reason,":[30],"we":[31],"propose":[32],"a":[33,38,43,51,91,101,165],"multimodal":[34],"fusion":[35],"model":[36,67,168],"(MM\u2013Fusion),":[37],"compact":[39],"architecture":[40],"that":[41,71,164],"combines":[42],"lightweight":[44],"deep":[45],"network":[46],"slices":[49],"with":[50,90,114,155],"small":[52],"multilayer":[53],"perceptron":[54],"(MLP)":[55],"readily":[57],"available":[58],"demographics":[59],"(age,":[60],"MMSE,":[61],"eTIV,":[62],"nWBV,":[63],"education":[64],"etc).":[65],"The":[66],"outputs":[68],"slice-level":[69],"probabilities":[70],"aggregated":[73],"into":[74],"patient-level":[75,103],"screening":[76,173],"decisions":[77,174],"via":[78],"mean":[79],"probability":[80],"and":[81,110,132,150,158,182],"majority":[82],"vote.":[83],"Evaluation":[84],"is":[85,148,153],"done":[86],"on":[87],"OASIS":[88],"dataset":[89],"clinically":[92],"aligned":[93],"binary":[94],"endpoint":[95],"(control":[96],"vs.":[97],"any":[98],"dementia)":[99],"under":[100,123,134],"strict":[102],"split,":[104],"MM\u2013Fusion":[105],"achieves":[106],"per-slice":[107],"accuracy":[108,112,147,152],"0.874":[109],"balanced":[111,151],"0.804,":[113],"strong":[115],"separation":[116],"between":[117],"classes":[118],"as":[119],"measured":[120],"by":[121],"area":[122,133],"the":[124,135,142],"receiver":[125],"operating":[126],"characteristic":[127],"curve":[128,137],"(ROC\u2013AUC":[129],"=":[130,139],"0.953)":[131],"precision\u2013recall":[136],"(PR\u2013AUC":[138],"0.870).":[140],"At":[141],"patient":[143],"level":[144],"(mean":[145],"aggregation),":[146],"0.868":[149],"0.794,":[154],"ROC\u2013AUC":[156],"0.952":[157],"PR\u2013AUC":[159],"0.870.":[160],"These":[161],"results":[162],"show":[163],"simple":[166],"MM-Fusion":[167],"can":[169],"provide":[170],"clear,":[171],"threshold-tunable":[172],"suitable":[175],"workflows":[178],"while":[179],"remaining":[180],"efficient":[181],"reproducible.":[183]},"counts_by_year":[],"updated_date":"2026-03-29T06:01:01.467347","created_date":"2026-03-28T00:00:00"}