{"id":"https://openalex.org/W4413320324","doi":"https://doi.org/10.1109/icdh67620.2025.00014","title":"Longitudinal Ensemble Integration for Sequential Classification with Multimodal Data","display_name":"Longitudinal Ensemble Integration for Sequential Classification with Multimodal Data","publication_year":2025,"publication_date":"2025-07-07","ids":{"openalex":"https://openalex.org/W4413320324","doi":"https://doi.org/10.1109/icdh67620.2025.00014"},"language":"en","primary_location":{"id":"doi:10.1109/icdh67620.2025.00014","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdh67620.2025.00014","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Digital Health (ICDH)","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/A5114654008","display_name":"Aviad Susman","orcid":null},"institutions":[{"id":"https://openalex.org/I98704320","display_name":"Icahn School of Medicine at Mount Sinai","ror":"https://ror.org/04a9tmd77","country_code":"US","type":"education","lineage":["https://openalex.org/I1320796813","https://openalex.org/I98704320"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aviad Susman","raw_affiliation_strings":["Icahn School of Medicine at Mount Sinai,Department of Genetics and Genomic Sciences,New York,NY,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Icahn School of Medicine at Mount Sinai,Department of Genetics and Genomic Sciences,New York,NY,USA","institution_ids":["https://openalex.org/I98704320"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035710238","display_name":"Rupak Krishnamurthy","orcid":null},"institutions":[{"id":"https://openalex.org/I98704320","display_name":"Icahn School of Medicine at Mount Sinai","ror":"https://ror.org/04a9tmd77","country_code":"US","type":"education","lineage":["https://openalex.org/I1320796813","https://openalex.org/I98704320"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rupak Krishnamurthy","raw_affiliation_strings":["Icahn School of Medicine at Mount Sinai,Department of Genetics and Genomic Sciences,New York,NY,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Icahn School of Medicine at Mount Sinai,Department of Genetics and Genomic Sciences,New York,NY,USA","institution_ids":["https://openalex.org/I98704320"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026146087","display_name":"Mohammad Al Olaimat","orcid":"https://orcid.org/0000-0002-4239-8323"},"institutions":[{"id":"https://openalex.org/I123534392","display_name":"University of North Texas","ror":"https://ror.org/00v97ad02","country_code":"US","type":"education","lineage":["https://openalex.org/I123534392"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Al Olaimat","raw_affiliation_strings":["University of North Texas,Department of Computer Science and Engineering,Denton,TX,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of North Texas,Department of Computer Science and Engineering,Denton,TX,USA","institution_ids":["https://openalex.org/I123534392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072283349","display_name":"Serdar Bozdag","orcid":"https://orcid.org/0000-0002-4813-4310"},"institutions":[{"id":"https://openalex.org/I123534392","display_name":"University of North Texas","ror":"https://ror.org/00v97ad02","country_code":"US","type":"education","lineage":["https://openalex.org/I123534392"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Serdar Bozdag","raw_affiliation_strings":["University of North Texas,Department of Computer Science and Engineering,Denton,TX,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of North Texas,Department of Computer Science and Engineering,Denton,TX,USA","institution_ids":["https://openalex.org/I123534392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020847250","display_name":"Bino Varghese","orcid":"https://orcid.org/0000-0002-0508-2899"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bino Varghese","raw_affiliation_strings":["University of Southern California,Department of Radiology Keck School of Medicine,Los Angeles,CA,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern California,Department of Radiology Keck School of Medicine,Los Angeles,CA,USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089247690","display_name":"Nasim Sheikh\u2010Bahaei","orcid":"https://orcid.org/0000-0001-7029-7215"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nasim Sheikh-Bahaei","raw_affiliation_strings":["University of Southern California,Department of Radiology Keck School of Medicine,Los Angeles,CA,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern California,Department of Radiology Keck School of Medicine,Los Angeles,CA,USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010731962","display_name":"Gaurav Pandey","orcid":"https://orcid.org/0000-0003-0075-1739"},"institutions":[{"id":"https://openalex.org/I98704320","display_name":"Icahn School of Medicine at Mount Sinai","ror":"https://ror.org/04a9tmd77","country_code":"US","type":"education","lineage":["https://openalex.org/I1320796813","https://openalex.org/I98704320"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gaurav Pandey","raw_affiliation_strings":["Icahn School of Medicine at Mount Sinai,Department of Genetics and Genomic Sciences,New York,NY,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Icahn School of Medicine at Mount Sinai,Department of Genetics and Genomic Sciences,New York,NY,USA","institution_ids":["https://openalex.org/I98704320"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09755746,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"31","last_page":"40"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.8367999792098999,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.8367999792098999,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.7476000189781189,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.7497224807739258},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.500908613204956},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35920917987823486},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3216143846511841}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7497224807739258},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.500908613204956},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35920917987823486},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3216143846511841}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icdh67620.2025.00014","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdh67620.2025.00014","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Digital Health (ICDH)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320332643","display_name":"School of Medicine","ror":"https://ror.org/03r0ha626"},{"id":"https://openalex.org/F4320338440","display_name":"HORIZON EUROPE Health","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W1482496268","https://openalex.org/W1572404648","https://openalex.org/W1954511433","https://openalex.org/W1976480595","https://openalex.org/W1985612893","https://openalex.org/W1992054897","https://openalex.org/W2010814238","https://openalex.org/W2022072606","https://openalex.org/W2042464728","https://openalex.org/W2064675550","https://openalex.org/W2096863518","https://openalex.org/W2122328291","https://openalex.org/W2135910803","https://openalex.org/W2146089088","https://openalex.org/W2154642048","https://openalex.org/W2159838014","https://openalex.org/W2161039995","https://openalex.org/W2163738586","https://openalex.org/W2326289026","https://openalex.org/W2510377512","https://openalex.org/W2566079294","https://openalex.org/W2583703070","https://openalex.org/W2782858730","https://openalex.org/W2810986024","https://openalex.org/W2944325086","https://openalex.org/W2951980117","https://openalex.org/W2979840928","https://openalex.org/W2981624110","https://openalex.org/W2989056190","https://openalex.org/W2996343685","https://openalex.org/W3002591788","https://openalex.org/W3003213187","https://openalex.org/W3047286661","https://openalex.org/W3186246625","https://openalex.org/W3202156390","https://openalex.org/W3207718681","https://openalex.org/W3214439486","https://openalex.org/W4211021745","https://openalex.org/W4225417795","https://openalex.org/W4295885307","https://openalex.org/W4296992723","https://openalex.org/W4311261902","https://openalex.org/W4319986419","https://openalex.org/W4362696487","https://openalex.org/W4382631688","https://openalex.org/W4387226014","https://openalex.org/W4392199044","https://openalex.org/W4392285635","https://openalex.org/W4399324508","https://openalex.org/W4399660826","https://openalex.org/W4401824770"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W2033914206"],"abstract_inverted_index":{"Effectively":[0],"modeling":[1],"multimodal":[2,48,82,145],"longitudinal":[3,50,144],"data":[4,102],"is":[5,77],"a":[6,46],"pressing":[7],"need":[8],"in":[9,20],"various":[10],"application":[11],"areas,":[12],"especially":[13],"biomedicine.":[14],"Despite":[15],"this,":[16],"few":[17],"approaches":[18,89],"exist":[19],"the":[21,33,36,71,79,100,115,126,136],"literature":[22],"for":[23,57,70,125,140],"this":[24,39],"problem,":[25],"with":[26],"most":[27,80],"not":[28],"adequately":[29],"taking":[30],"into":[31],"account":[32],"multimodality":[34],"of":[35,45,74,94,117,129,138],"data.":[37,146],"In":[38],"study,":[40],"we":[41],"developed":[42],"multiple":[43],"configurations":[44],"novel":[47],"and":[49,64],"learning":[51],"framework,":[52],"Longitudinal":[53],"Ensemble":[54],"Integration":[55],"(LEI),":[56],"sequential":[58,83,141],"classification.":[59],"We":[60],"evaluated":[61],"LEI\u2019s":[62,111],"performance,":[63],"compared":[65],"it":[66],"against":[67],"existing":[68],"approaches,":[69],"early":[72],"detection":[73],"dementia,":[75],"which":[76,104],"among":[78],"studied":[81],"classification":[84,142],"tasks.":[85],"LEI":[86,139],"outperformed":[87],"these":[88],"due":[90],"to":[91],"its":[92],"use":[93],"intermediate":[95],"base":[96],"predictions":[97],"arising":[98],"from":[99,143],"individual":[101],"modalities,":[103],"enabled":[105,114],"their":[106],"better":[107],"integration":[108],"over":[109],"time.":[110],"design":[112],"also":[113],"identification":[116],"features":[118],"that":[119],"were":[120],"consistently":[121],"important":[122],"across":[123],"time":[124],"effective":[127],"prediction":[128],"dementia-related":[130],"diagnoses.":[131],"Overall,":[132],"our":[133],"work":[134],"demonstrates":[135],"potential":[137]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
