{"id":"https://openalex.org/W4408564864","doi":"https://doi.org/10.1109/access.2025.3552619","title":"Identification of Depression Patients Using LIF Spiking Neural Network Model From the Pattern of EEG Signals","display_name":"Identification of Depression Patients Using LIF Spiking Neural Network Model From the Pattern of EEG Signals","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408564864","doi":"https://doi.org/10.1109/access.2025.3552619"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3552619","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3552619","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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.2025.3552619","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053558619","display_name":"Rekha Sahu","orcid":"https://orcid.org/0000-0002-9840-0357"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rekha Sahu","raw_affiliation_strings":["Department of Computer Science and Engineering, Silicon University, Bhubaneswar, Odisha, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Silicon University, Bhubaneswar, Odisha, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036243132","display_name":"Prasant Kumar Pattnaik","orcid":"https://orcid.org/0000-0002-4566-8077"},"institutions":[{"id":"https://openalex.org/I67357951","display_name":"KIIT University","ror":"https://ror.org/00k8zt527","country_code":"IN","type":"education","lineage":["https://openalex.org/I67357951"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Prasant Kumar Pattnaik","raw_affiliation_strings":["School of Computer Engineering, Kalinga Institute of Industrial Technology (KIIT) Deemed to be University, Bhubaneswar, Odisha, India"],"raw_orcid":"https://orcid.org/0000-0002-4566-8077","affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Kalinga Institute of Industrial Technology (KIIT) Deemed to be University, Bhubaneswar, Odisha, India","institution_ids":["https://openalex.org/I67357951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085616371","display_name":"Kalaiarasi Sonai Muthu Anbananthen","orcid":"https://orcid.org/0000-0002-0540-2872"},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Kalaiarasi Sonai Muthu Anbananthen","raw_affiliation_strings":["Faculty of Information Science and Technology, Multimedia University, Malacca, Malaysia","Faculty of Information Science and Technology, Multimedia University, Melaka, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-0540-2872","affiliations":[{"raw_affiliation_string":"Faculty of Information Science and Technology, Multimedia University, Malacca, Malaysia","institution_ids":["https://openalex.org/I173029219"]},{"raw_affiliation_string":"Faculty of Information Science and Technology, Multimedia University, Melaka, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043607259","display_name":"Saravanan Muthaiyah","orcid":"https://orcid.org/0000-0002-0684-703X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Saravanan Muthaiyah","raw_affiliation_strings":["School of Business and Technology, IMU University, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Business and Technology, IMU University, Kuala Lumpur, Malaysia","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0437713,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"55156","last_page":"55168"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9768000245094299,"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":0.9768000245094299,"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":0.7538195252418518},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6424317955970764},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5884358286857605},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.5536202788352966},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5286436676979065},{"id":"https://openalex.org/keywords/spiking-neural-network","display_name":"Spiking neural network","score":0.5262191295623779},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48142048716545105},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4357619881629944},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3316114544868469},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.3236347436904907},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.20775115489959717}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7538195252418518},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6424317955970764},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5884358286857605},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.5536202788352966},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5286436676979065},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.5262191295623779},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48142048716545105},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4357619881629944},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3316114544868469},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.3236347436904907},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.20775115489959717},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2025.3552619","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3552619","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:shdl.mmu.edu.my:13716","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196753","display_name":"Siti Hasmah Digital Library-MMU Institutiona Repository (Multimedia University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I173029219","host_organization_name":"Multimedia University","host_organization_lineage":["https://openalex.org/I173029219"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:81ef790305b44ad3be17685e1403f1f8","is_oa":true,"landing_page_url":"https://doaj.org/article/81ef790305b44ad3be17685e1403f1f8","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 55156-55168 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3552619","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3552619","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W2126719297","https://openalex.org/W2144584391","https://openalex.org/W2151139045","https://openalex.org/W2343475718","https://openalex.org/W2771024729","https://openalex.org/W2904279105","https://openalex.org/W2908954394","https://openalex.org/W2919418213","https://openalex.org/W2964546587","https://openalex.org/W3009120439","https://openalex.org/W3015057159","https://openalex.org/W3023364938","https://openalex.org/W3116201721","https://openalex.org/W3139017962","https://openalex.org/W3186295743","https://openalex.org/W3194903594","https://openalex.org/W4200029516","https://openalex.org/W4210328027","https://openalex.org/W4223474672","https://openalex.org/W4283689687","https://openalex.org/W4292972976","https://openalex.org/W4309166667","https://openalex.org/W4321484024","https://openalex.org/W4364302344","https://openalex.org/W4366352025","https://openalex.org/W4381154534","https://openalex.org/W4382769645","https://openalex.org/W4383503760","https://openalex.org/W4384080276","https://openalex.org/W4385863621","https://openalex.org/W4387145989","https://openalex.org/W4388936557","https://openalex.org/W4391407181","https://openalex.org/W4392172671","https://openalex.org/W4392693728","https://openalex.org/W4398249769","https://openalex.org/W4401210400"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W4312960290","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W3126544799","https://openalex.org/W4233722919"],"abstract_inverted_index":{"Interpreting":[0],"electroencephalography":[1,51,127,133,186],"signals":[2,8,52,128,134,187],"and":[3,35,69,84,94,99,118,164,173,179,193,223,236,242,255,268],"the":[4,7,13,32,37,41,46,70,126,145,165,185,190,210],"abnormality":[5],"of":[6,50,63,72,129,135,139,152,209,229],"can":[9,53,245],"help":[10,54],"to":[11,39,55,184,188,203,214,264],"find":[12,40,189],"specific":[14,17,47],"pattern":[15],"for":[16,124,144,149,157,234],"diseases":[18],"like":[19],"depression.":[20],"A":[21,176],"Spiking":[22],"Neural":[23],"Network":[24],"is":[25,74,155,182,201,212],"a":[26,60,115,136,153,196,205,220,227,239,270],"machine":[27,86],"learning":[28,83,87],"approach":[29,200],"that":[30],"emphasizes":[31],"data":[33,169],"value":[34,38],"manipulates":[36],"particular":[42],"signal":[43],"feature.":[44],"Finding":[45],"abnormal":[48],"features":[49],"detect":[56],"depression":[57,68,73,78,107,130,240,257,266],"patients.":[58,131],"Since":[59],"vast":[61],"number":[62],"individuals":[64],"are":[65,102,142,251],"suffering":[66],"from":[67],"treatment":[71,244],"possible":[75],"by":[76],"detecting":[77,106,238],"patients":[79,108,267],"earlier,":[80],"different":[81,254],"deep":[82],"conventional":[85],"approaches":[88],"were":[89],"proposed.":[90],"But":[91],"speed,":[92],"accuracy,":[93],"reality":[95],"with":[96,170,226,259],"less":[97],"time":[98,162],"space":[100],"complexity":[101],"essential":[103],"factors":[104],"in":[105,109,160],"our":[110],"society.":[111],"We":[112],"have":[113],"proposed":[114],"leaky":[116,177],"integrate":[117,178],"fire":[119,180],"spiking":[120,260],"neural":[121,198,261],"network":[122,199,262],"model":[123,181],"interpreting":[125],"The":[132,207],"sixty-channel":[137],"dataset":[138,166],"121":[140,171],"subjects":[141],"taken":[143],"experiment":[146],"where":[147],"frequency":[148],"each":[150],"channel":[151],"subject":[154],"recorded":[156],"2":[158],"mins":[159],"2-second":[161],"intervals,":[163],"contains":[167],"4,35,600":[168],"instances":[172],"3600":[174],"attributes.":[175],"applied":[183],"spike":[191],"sequences":[192],"potentials.":[194],"Then,":[195],"three-layered":[197],"stacked":[202],"generate":[204],"classifier.":[206,272],"performance":[208],"classifier":[211,222],"shown":[213],"be":[215,246],"approximately":[216],"98%":[217],"accuracy.":[218],"Generating":[219],"noble":[221],"implementing":[224],"it":[225],"mask":[228],"metal":[230],"disk":[231],"benefited":[232],"society":[233],"easily":[235],"quickly":[237],"patient,":[241],"corresponding":[243],"started.":[247],"Besides,":[248],"more":[249,256],"experiments":[250],"needed":[252],"on":[253],"datasets":[258],"models":[263],"identify":[265],"finalize":[269],"robotic":[271]},"counts_by_year":[],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}