{"id":"https://openalex.org/W7163674594","doi":"https://doi.org/10.48550/arxiv.2606.05545","title":"Multilingual Detection of Alzheimer's Disease from Speech: A Cross-Linguistic Transfer Learning Approach","display_name":"Multilingual Detection of Alzheimer's Disease from Speech: A Cross-Linguistic Transfer Learning Approach","publication_year":2026,"publication_date":"2026-06-04","ids":{"openalex":"https://openalex.org/W7163674594","doi":"https://doi.org/10.48550/arxiv.2606.05545"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.05545","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.05545","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2606.05545","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5137928044","display_name":"Nadine Yasser Abdelhalim","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abdelhalim, Nadine Yasser","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115616824","display_name":"Emmanuel Akinrintoyo","orcid":"https://orcid.org/0000-0002-9343-2958"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Akinrintoyo, Emmanuel","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5076361939","display_name":"Nicole Salomons","orcid":"https://orcid.org/0000-0003-4319-8419"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Salomons, Nicole","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"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":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.490200012922287,"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":0.490200012922287,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.09309999644756317,"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/T10465","display_name":"Neurobiology of Language and Bilingualism","score":0.030500000342726707,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6492999792098999},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5911999940872192},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.44999998807907104},{"id":"https://openalex.org/keywords/dementia","display_name":"Dementia","score":0.42669999599456787},{"id":"https://openalex.org/keywords/multilingualism","display_name":"Multilingualism","score":0.37049999833106995},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.3698999881744385},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.322299987077713}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7129999995231628},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6725999712944031},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6492999792098999},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5911999940872192},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5659999847412109},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47029998898506165},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.44999998807907104},{"id":"https://openalex.org/C2779483572","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Dementia","level":3,"score":0.42669999599456787},{"id":"https://openalex.org/C2780035574","wikidata":"https://www.wikidata.org/wiki/Q30081","display_name":"Multilingualism","level":2,"score":0.37049999833106995},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.3698999881744385},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.322299987077713},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.3188999891281128},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.3095000088214874},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.3059999942779541},{"id":"https://openalex.org/C2984915365","wikidata":"https://www.wikidata.org/wiki/Q5141203","display_name":"Cognitive impairment","level":3,"score":0.2646999955177307},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.26260000467300415},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.26019999384880066}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.05545","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.05545","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2606.05545","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.05545","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.563256025314331}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,90],"development":[1],"of":[2,20,81],"multilingual":[3,46],"Alzheimer's":[4],"Disease":[5],"Dementia":[6],"(AD)":[7],"detection":[8],"models":[9,49,71],"presents":[10],"significant":[11],"challenges":[12],"due":[13],"to":[14,32],"the":[15],"resource-intensive":[16],"and":[17,56,66],"time-consuming":[18],"nature":[19],"language-specific":[21],"model":[22,41],"training.":[23,42],"We":[24],"propose":[25],"a":[26],"novel":[27],"solution":[28],"using":[29],"cross-language":[30],"training":[31],"detect":[33],"AD":[34,52,74],"in":[35,62],"languages":[36,55,105],"beyond":[37],"those":[38],"used":[39],"for":[40,50,72,108],"This":[43],"study":[44],"investigates":[45],"deep":[47],"learning":[48],"detecting":[51],"across":[53,83,104],"different":[54],"cognitive":[57],"impairment":[58],"levels.":[59],"Using":[60],"datasets":[61],"English,":[63],"Chinese,":[64],"Arabic,":[65],"Hindi,":[67],"we":[68],"developed":[69],"transformer-based":[70],"binary":[73],"classification.":[75],"Our":[76],"approach":[77],"achieved":[78],"F1":[79],"scores":[80],"82\\%":[82],"all":[84],"languages,":[85],"demonstrating":[86],"strong":[87],"cross-linguistic":[88],"generalization.":[89],"rapid":[91],"inference":[92],"time":[93],"(0.5":[94],"seconds)":[95],"supports":[96],"potential":[97],"real-time":[98],"screening":[99],"applications,":[100],"while":[101],"consistent":[102],"performance":[103],"indicates":[106],"feasibility":[107],"global":[109],"deployment.":[110]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-06-06T00:00:00"}
