{"id":"https://openalex.org/W4401210400","doi":"https://doi.org/10.1109/access.2024.3436895","title":"A Low-Complexity Combined Encoder-LSTM-Attention Networks for EEG-based Depression Detection","display_name":"A Low-Complexity Combined Encoder-LSTM-Attention Networks for EEG-based Depression Detection","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4401210400","doi":"https://doi.org/10.1109/access.2024.3436895"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3436895","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3436895","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3436895","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031784768","display_name":"Noor Faris Ali","orcid":"https://orcid.org/0009-0003-0267-8915"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Noor Faris Ali","raw_affiliation_strings":["Electrical and Communication Engineering Department, College of Engineering, United Arab Emirates University, Al Ain, Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Electrical and Communication Engineering Department, College of Engineering, United Arab Emirates University, Al Ain, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113315765","display_name":"Nabil Albastaki","orcid":null},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Nabil Albastaki","raw_affiliation_strings":["Electrical and Communication Engineering Department, College of Engineering, United Arab Emirates University, Al Ain, Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Electrical and Communication Engineering Department, College of Engineering, United Arab Emirates University, Al Ain, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076351563","display_name":"Abdelkader Nasreddine Belkacem","orcid":"https://orcid.org/0000-0002-3024-4167"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Abdelkader Nasreddine Belkacem","raw_affiliation_strings":["Department of Computer and Network Engineering, College of IT, United Arab Emirates University, Al Ain, Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Network Engineering, College of IT, United Arab Emirates University, Al Ain, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048725993","display_name":"Ibrahim M. Elfadel","orcid":"https://orcid.org/0000-0003-3220-9987"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ibrahim M. Elfadel","raw_affiliation_strings":["Center for Cyber Physical Systems, Khalifa University, Abu Dhabi, United Arab Emirates","Center for Cyber Physical Systems and Department of Computer and Communication Engineering, Khalifa University, Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Center for Cyber Physical Systems, Khalifa University, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I176601375"]},{"raw_affiliation_string":"Center for Cyber Physical Systems and Department of Computer and Communication Engineering, Khalifa University, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041785530","display_name":"Mohamed Atef","orcid":"https://orcid.org/0000-0002-3344-6127"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohamed Atef","raw_affiliation_strings":["Electrical and Communication Engineering Department, College of Engineering, United Arab Emirates University, Al Ain, Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Electrical and Communication Engineering Department, College of Engineering, United Arab Emirates University, Al Ain, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5031784768"],"corresponding_institution_ids":["https://openalex.org/I201726411"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.9873,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.94320247,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"12","issue":null,"first_page":"129390","last_page":"129403"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998000264167786,"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":0.9998000264167786,"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/T13471","display_name":"Cognitive Functions and Memory","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.989799976348877,"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/computer-science","display_name":"Computer science","score":0.828716516494751},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6489659547805786},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.6312631368637085},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5824238061904907},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.5463531017303467},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5294686555862427},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.4932953715324402},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4839925765991211},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4180234670639038},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.41565099358558655},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.40448954701423645},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.16294780373573303},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.07383859157562256}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.828716516494751},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6489659547805786},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.6312631368637085},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5824238061904907},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.5463531017303467},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5294686555862427},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.4932953715324402},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4839925765991211},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4180234670639038},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.41565099358558655},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40448954701423645},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.16294780373573303},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.07383859157562256},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3436895","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3436895","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:448514a606a942fd87fe52fbbd7b3d46","is_oa":true,"landing_page_url":"https://doaj.org/article/448514a606a942fd87fe52fbbd7b3d46","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 129390-129403 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3436895","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3436895","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6512755574","display_name":null,"funder_award_id":"G00004680","funder_id":"https://openalex.org/F4320323593","funder_display_name":"United Arab Emirates University"},{"id":"https://openalex.org/G8950696036","display_name":null,"funder_award_id":"KU-UAEU-2023-004","funder_id":"https://openalex.org/F4320323593","funder_display_name":"United Arab Emirates University"}],"funders":[{"id":"https://openalex.org/F4320323593","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1950234201","https://openalex.org/W2010069926","https://openalex.org/W2025758384","https://openalex.org/W2126719297","https://openalex.org/W2143461176","https://openalex.org/W2151139045","https://openalex.org/W2584523198","https://openalex.org/W2908954394","https://openalex.org/W2947343305","https://openalex.org/W2964546587","https://openalex.org/W2979728443","https://openalex.org/W3047111723","https://openalex.org/W3116201721","https://openalex.org/W3121117531","https://openalex.org/W3126085817","https://openalex.org/W3129234057","https://openalex.org/W3163763055","https://openalex.org/W3170647102","https://openalex.org/W4211266850","https://openalex.org/W4220656408","https://openalex.org/W4249154572","https://openalex.org/W4283524612","https://openalex.org/W4285266524","https://openalex.org/W4295511531","https://openalex.org/W4297154582","https://openalex.org/W4306382028","https://openalex.org/W4318473324","https://openalex.org/W4321106737","https://openalex.org/W4321599915","https://openalex.org/W4362603705","https://openalex.org/W4367163945","https://openalex.org/W4372333962","https://openalex.org/W4381785911","https://openalex.org/W4386141857"],"related_works":["https://openalex.org/W1950940422","https://openalex.org/W4283822356","https://openalex.org/W2129146436","https://openalex.org/W2032507829","https://openalex.org/W2095407248","https://openalex.org/W2147282173","https://openalex.org/W1997714924","https://openalex.org/W2129190845","https://openalex.org/W4389045637","https://openalex.org/W1994209155"],"abstract_inverted_index":{"Despite":[0],"the":[1,57,67,130,142,145,150,153,167],"high":[2],"performance":[3,90],"of":[4,31,34,69,97,106,115,138,144,152],"existing":[5],"state-of-the-art":[6,131],"deep":[7],"learning":[8],"models":[9,56,74],"for":[10,166,173],"depression":[11,85,133],"detection":[12,86,134],"using":[13,181],"electroencephalography":[14],"(EEG),":[15],"they":[16],"incur":[17],"a":[18,32,50,94,103,112],"heavy":[19],"computational":[20,168],"burden.":[21],"In":[22],"this":[23,139],"paper,":[24],"we":[25],"propose":[26],"an":[27,35],"efficient":[28],"model":[29,87,120,147],"consisting":[30],"cascade":[33],"encoder,":[36,155],"long":[37],"short-term":[38],"memory":[39],"(LSTM),":[40],"and":[41,75,91,102,149,157],"attention":[42,64,158],"mechanism":[43,65],"networks.":[44],"The":[45,54,63,118,136],"encoder":[46],"compresses":[47],"data":[48,71],"into":[49],"lower-dimensional":[51],"latent":[52],"space.":[53],"LSTM":[55],"temporal":[58],"variations":[59],"in":[60,72,123,126],"brain":[61],"rhythms.":[62],"rectifies":[66],"problem":[68],"compressed":[70],"sequence-to-sequence":[73],"efficiently":[76],"leverages":[77],"parallelism.":[78],"Compared":[79],"with":[80,93,111,129],"recent":[81],"state-of-the-art,":[82],"our":[83],"proposed":[84,119,146],"shows":[88],"better":[89],"efficiency":[92],"validation":[95],"accuracy":[96,105],"99.57%":[98],"on":[99,108,176],"subject-dependent":[100],"experiment":[101,110],"testing":[104],"84.93%":[107],"subject-independent":[109],"total":[113],"number":[114],"4,355":[116],"parameters.":[117],"has":[121],"resulted":[122],"99.65%":[124],"reduction":[125],"complexity":[127],"compared":[128],"EEG-based":[132],"models.":[135],"results":[137],"study":[140],"indicate":[141],"effectiveness":[143],"design":[148],"usefulness":[151],"combined":[154],"LSTM,":[156],"modules.":[159],"These":[160],"networks":[161],"serve":[162],"as":[163],"mitigating":[164],"factors":[165],"load,":[169],"which":[170],"is":[171],"vital":[172],"future":[174],"research":[175],"multi-tasking":[177],"mental":[178],"health":[179],"monitoring":[180],"AI-enabled":[182],"EEG":[183],"wearables.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":9}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
