{"id":"https://openalex.org/W4390992102","doi":"https://doi.org/10.1109/bibm58861.2023.10385424","title":"Improving Multichannel Raw Electroencephalography-based Diagnosis of Major Depressive Disorder via Transfer Learning with Single Channel Sleep Stage Data*","display_name":"Improving Multichannel Raw Electroencephalography-based Diagnosis of Major Depressive Disorder via Transfer Learning with Single Channel Sleep Stage Data*","publication_year":2023,"publication_date":"2023-12-05","ids":{"openalex":"https://openalex.org/W4390992102","doi":"https://doi.org/10.1109/bibm58861.2023.10385424"},"language":"en","primary_location":{"id":"doi:10.1109/bibm58861.2023.10385424","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bibm58861.2023.10385424","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5087195705","display_name":"Charles A. Ellis","orcid":"https://orcid.org/0000-0002-1547-9996"},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]},{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]},{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]},{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Charles A. Ellis","raw_affiliation_strings":["Georgia State University, Georgia Institute of Technology, Emory University,Tri-Institutional Center for Translational Research in Neuroimaging and Data Science,Atlanta,USA","Tri-Institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, USA"],"affiliations":[{"raw_affiliation_string":"Georgia State University, Georgia Institute of Technology, Emory University,Tri-Institutional Center for Translational Research in Neuroimaging and Data Science,Atlanta,USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]},{"raw_affiliation_string":"Tri-Institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053156677","display_name":"Abhinav Sattiraju","orcid":null},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]},{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]},{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]},{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abhinav Sattiraju","raw_affiliation_strings":["Georgia State University, Georgia Institute of Technology, Emory University,Tri-Institutional Center for Translational Research in Neuroimaging and Data Science,Atlanta,USA","Tri-Institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, USA"],"affiliations":[{"raw_affiliation_string":"Georgia State University, Georgia Institute of Technology, Emory University,Tri-Institutional Center for Translational Research in Neuroimaging and Data Science,Atlanta,USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]},{"raw_affiliation_string":"Tri-Institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024242506","display_name":"Robyn L. Miller","orcid":"https://orcid.org/0000-0002-4679-7567"},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]},{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]},{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]},{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Robyn L. Miller","raw_affiliation_strings":["Georgia State University, Georgia Institute of Technology, Emory University,Tri-Institutional Center for Translational Research in Neuroimaging and Data Science,Atlanta,USA","Tri-Institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, USA"],"affiliations":[{"raw_affiliation_string":"Georgia State University, Georgia Institute of Technology, Emory University,Tri-Institutional Center for Translational Research in Neuroimaging and Data Science,Atlanta,USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]},{"raw_affiliation_string":"Tri-Institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032850756","display_name":"Vince D. Calhoun","orcid":"https://orcid.org/0000-0001-9058-0747"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]},{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]},{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]},{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vince D. Calhoun","raw_affiliation_strings":["Georgia State University, Georgia Institute of Technology, Emory University,Tri-Institutional Center for Translational Research in Neuroimaging and Data Science,Atlanta,USA","Tri-Institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, USA"],"affiliations":[{"raw_affiliation_string":"Georgia State University, Georgia Institute of Technology, Emory University,Tri-Institutional Center for Translational Research in Neuroimaging and Data Science,Atlanta,USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]},{"raw_affiliation_string":"Tri-Institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5087195705"],"corresponding_institution_ids":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"],"apc_list":null,"apc_paid":null,"fwci":0.9052,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.74093945,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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":0.9957000017166138,"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/electroencephalography","display_name":"Electroencephalography","score":0.8055317997932434},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.7906334400177002},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7376073002815247},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7175735235214233},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6925879716873169},{"id":"https://openalex.org/keywords/raw-data","display_name":"Raw data","score":0.602288007736206},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5234653353691101},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5198688507080078},{"id":"https://openalex.org/keywords/sleep-stages","display_name":"Sleep Stages","score":0.5127464532852173},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4385865330696106},{"id":"https://openalex.org/keywords/polysomnography","display_name":"Polysomnography","score":0.16870108246803284},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.11351171135902405},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11288446187973022}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8055317997932434},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.7906334400177002},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7376073002815247},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7175735235214233},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6925879716873169},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.602288007736206},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5234653353691101},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5198688507080078},{"id":"https://openalex.org/C2910364982","wikidata":"https://www.wikidata.org/wiki/Q35831","display_name":"Sleep Stages","level":4,"score":0.5127464532852173},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4385865330696106},{"id":"https://openalex.org/C2778205975","wikidata":"https://www.wikidata.org/wiki/Q1754874","display_name":"Polysomnography","level":3,"score":0.16870108246803284},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.11351171135902405},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11288446187973022},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm58861.2023.10385424","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bibm58861.2023.10385424","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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":46,"referenced_works":["https://openalex.org/W160785014","https://openalex.org/W569478347","https://openalex.org/W2030410423","https://openalex.org/W2110065044","https://openalex.org/W2162800060","https://openalex.org/W2172894528","https://openalex.org/W2194775991","https://openalex.org/W2551239383","https://openalex.org/W2584523198","https://openalex.org/W2767127971","https://openalex.org/W2800428573","https://openalex.org/W2887224044","https://openalex.org/W2896370767","https://openalex.org/W2922045303","https://openalex.org/W2950976972","https://openalex.org/W2963568316","https://openalex.org/W2964019954","https://openalex.org/W2964065019","https://openalex.org/W3014215018","https://openalex.org/W3029036868","https://openalex.org/W3044957499","https://openalex.org/W3080718218","https://openalex.org/W3083361914","https://openalex.org/W3133961566","https://openalex.org/W3159456745","https://openalex.org/W3163912845","https://openalex.org/W3200527124","https://openalex.org/W3206645122","https://openalex.org/W3215950319","https://openalex.org/W4200247865","https://openalex.org/W4207027818","https://openalex.org/W4224100298","https://openalex.org/W4225363596","https://openalex.org/W4246769608","https://openalex.org/W4248533000","https://openalex.org/W4285607677","https://openalex.org/W4285743866","https://openalex.org/W4294975259","https://openalex.org/W4311594484","https://openalex.org/W4311742343","https://openalex.org/W4324376162","https://openalex.org/W4328052651","https://openalex.org/W4379196919","https://openalex.org/W4385484938","https://openalex.org/W6637373629","https://openalex.org/W6839588037"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W4312960290","https://openalex.org/W2057366091","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919","https://openalex.org/W2979740303"],"abstract_inverted_index":{"As":[0],"the":[1,14,65,125,150,163,188,192,218,240,244,261],"field":[2],"of":[3,16,67,73,152,165,170,197,220,246,254,263],"deep":[4,31,45,58,247],"learning":[5,28,32,46,59,78,104,186,248],"has":[6,21,226,239],"grown":[7],"in":[8,61],"recent":[9],"years,":[10],"its":[11],"application":[12],"to":[13,25,35,128,242,260],"domain":[15,219],"raw":[17,50,92,139,179,221,255],"resting-state":[18,93,222],"electroencephalography":[19],"(EEG)":[20],"also":[22,160],"increased.":[23],"Relative":[24],"traditional":[26],"machine":[27],"methods":[29,33,42,249],"or":[30],"applied":[34],"manually":[36,81],"engineered":[37,82,176],"features,":[38,84],"there":[39],"are":[40],"fewer":[41],"for":[43,56,80,91,132,217,229],"developing":[44],"models":[47],"on":[48,112],"small":[49],"EEG":[51,83,102,223,256,266],"datasets.":[52],"One":[53],"potential":[54,241],"approach":[55,105,147,167,211],"enhancing":[57],"performance,":[60],"this":[62,96],"case,":[63],"is":[64],"use":[66,124,230,245],"transfer":[68,77,103,185],"learning.":[69],"While":[70],"a":[71,100,110,113,130,195,213,251],"number":[72],"studies":[74,173],"have":[75,88],"presented":[76],"approaches":[79,87],"relatively":[85],"few":[86],"been":[89],"developed":[90],"EEG.":[94,141,180],"In":[95],"study,":[97],"we":[98,107,159],"propose":[99],"novel":[101],"wherein":[106],"first":[108],"train":[109],"model":[111,154,193],"large":[114],"publicly":[115],"available":[116],"single-channel":[117],"sleep":[118],"stage":[119],"classification":[120,224],"dataset.":[121],"We":[122,181],"then":[123],"learned":[126,190],"representations":[127,189],"develop":[129],"classifier":[131],"automated":[133],"major":[134],"depressive":[135],"disorder":[136],"diagnosis":[137],"with":[138,231],"multichannel":[140],"Statistical":[142],"testing":[143],"reveals":[144],"that":[145,162,169],"our":[146,153,166],"significantly":[148],"improves":[149],"performance":[151,164],"(p":[155],"<":[156],"0.05),":[157],"and":[158,178,204,225,234,258],"find":[161],"exceeds":[168],"many":[171],"previous":[172],"using":[174],"both":[175],"features":[177],"further":[182],"examine":[183],"how":[184],"affected":[187],"by":[191],"through":[194],"pair":[196],"explainability":[198],"analyses,":[199],"identifying":[200],"key":[201],"frequency":[202],"bands":[203],"channels":[205],"utilized":[206],"across":[207,250],"models.":[208],"Our":[209],"proposed":[210],"represents":[212],"significant":[214],"step":[215],"forward":[216],"broader":[227],"implications":[228],"other":[232],"electrophysiology":[233],"time-series":[235],"modalities.":[236],"Importantly,":[237],"it":[238],"expand":[243],"greater":[252],"variety":[253],"datasets":[257],"lead":[259],"development":[262],"more":[264],"reliable":[265],"classifiers.":[267]},"counts_by_year":[{"year":2024,"cited_by_count":5}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}
