{"id":"https://openalex.org/W3185834864","doi":"https://doi.org/10.1109/siu53274.2021.9477800","title":"An EEG and Machine Learning based Method for the Detection of Major Depressive Disorder","display_name":"An EEG and Machine Learning based Method for the Detection of Major Depressive Disorder","publication_year":2021,"publication_date":"2021-06-09","ids":{"openalex":"https://openalex.org/W3185834864","doi":"https://doi.org/10.1109/siu53274.2021.9477800","mag":"3185834864"},"language":"en","primary_location":{"id":"doi:10.1109/siu53274.2021.9477800","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu53274.2021.9477800","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 29th Signal Processing and Communications Applications Conference (SIU)","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/A5033094271","display_name":"Elif \u0130zci","orcid":"https://orcid.org/0000-0003-1148-8374"},"institutions":[{"id":"https://openalex.org/I250383648","display_name":"Izmir K\u00e2tip \u00c7elebi University","ror":"https://ror.org/024nx4843","country_code":"TR","type":"education","lineage":["https://openalex.org/I250383648"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Elif Izci","raw_affiliation_strings":["Biyomedikal Teknolojiler Program\u0131, \u0130zmir Katip \u00c7elebi \u00dcniversitesi, \u0130zmir, T\u00fcrkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biyomedikal Teknolojiler Program\u0131, \u0130zmir Katip \u00c7elebi \u00dcniversitesi, \u0130zmir, T\u00fcrkiye","institution_ids":["https://openalex.org/I250383648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088292562","display_name":"Mehmet Akif \u00d6zdemir","orcid":"https://orcid.org/0000-0002-8758-113X"},"institutions":[{"id":"https://openalex.org/I250383648","display_name":"Izmir K\u00e2tip \u00c7elebi University","ror":"https://ror.org/024nx4843","country_code":"TR","type":"education","lineage":["https://openalex.org/I250383648"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mehmet Akif Ozdemir","raw_affiliation_strings":["Biyomedikal M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130zmir Katip \u00c7elebi \u00dcniversitesi, \u0130zmir, T\u00fcrkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biyomedikal M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130zmir Katip \u00c7elebi \u00dcniversitesi, \u0130zmir, T\u00fcrkiye","institution_ids":["https://openalex.org/I250383648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012672901","display_name":"Ayd\u0131n Akan","orcid":"https://orcid.org/0000-0001-8894-5794"},"institutions":[{"id":"https://openalex.org/I15059493","display_name":"\u0130zmir University of Economics","ror":"https://ror.org/04hjr4202","country_code":"TR","type":"education","lineage":["https://openalex.org/I15059493"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Aydin Akan","raw_affiliation_strings":["Elektrik-Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130zmir Ekonomi \u00dcniversitesi, \u0130zmir, T\u00fcrkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Elektrik-Elektronik M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, \u0130zmir Ekonomi \u00dcniversitesi, \u0130zmir, T\u00fcrkiye","institution_ids":["https://openalex.org/I15059493"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106686847","display_name":"Mehmet Akif \u00d6z\u00e7oban","orcid":"https://orcid.org/0000-0002-1127-0490"},"institutions":[{"id":"https://openalex.org/I59738393","display_name":"Gaziantep University","ror":"https://ror.org/020vvc407","country_code":"TR","type":"education","lineage":["https://openalex.org/I59738393"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mehmet Akif Ozcoban","raw_affiliation_strings":["Teknik Bilimler MYO Elektronik ve Otomasyon B\u00f6l\u00fcm\u00fc, Gaziantep \u00dcniversitesi, Gaziantep, T\u00fcrkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Teknik Bilimler MYO Elektronik ve Otomasyon B\u00f6l\u00fcm\u00fc, Gaziantep \u00dcniversitesi, Gaziantep, T\u00fcrkiye","institution_ids":["https://openalex.org/I59738393"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028880522","display_name":"Mehmet Kemal Ar\u0131kan","orcid":"https://orcid.org/0000-0003-1500-6555"},"institutions":[{"id":"https://openalex.org/I1281256770","display_name":"\u00dcsk\u00fcdar University","ror":"https://ror.org/02dzjmc73","country_code":"TR","type":"education","lineage":["https://openalex.org/I1281256770"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mehmet Kemal Arikan","raw_affiliation_strings":["\u00dcsk\u00fcdar \u00dcniversitesi, \u0130stanbul, T\u00fcrkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u00dcsk\u00fcdar \u00dcniversitesi, \u0130stanbul, T\u00fcrkiye","institution_ids":["https://openalex.org/I1281256770"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.119,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.42123235,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9994000196456909,"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":0.9994000196456909,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9984999895095825,"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":0.9944999814033508,"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":0.8523606061935425},{"id":"https://openalex.org/keywords/major-depressive-disorder","display_name":"Major depressive disorder","score":0.7841269969940186},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5921461582183838},{"id":"https://openalex.org/keywords/mood","display_name":"Mood","score":0.5302115678787231},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4772517681121826},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4598328769207001},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4558464586734772},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4558306336402893},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.4552158713340759},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3718632459640503},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3539919853210449},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.24530458450317383}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8523606061935425},{"id":"https://openalex.org/C2780051608","wikidata":"https://www.wikidata.org/wiki/Q42844","display_name":"Major depressive disorder","level":3,"score":0.7841269969940186},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5921461582183838},{"id":"https://openalex.org/C2780733359","wikidata":"https://www.wikidata.org/wiki/Q331769","display_name":"Mood","level":2,"score":0.5302115678787231},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4772517681121826},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4598328769207001},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4558464586734772},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4558306336402893},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4552158713340759},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3718632459640503},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3539919853210449},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.24530458450317383},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/siu53274.2021.9477800","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu53274.2021.9477800","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 29th Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6399999856948853,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1005459783","https://openalex.org/W2022152792","https://openalex.org/W2045542163","https://openalex.org/W2054931962","https://openalex.org/W2116888785","https://openalex.org/W2126719297","https://openalex.org/W2157124852","https://openalex.org/W2157684576","https://openalex.org/W2479263883","https://openalex.org/W2734935247","https://openalex.org/W2788029111","https://openalex.org/W2889245000","https://openalex.org/W2895258853","https://openalex.org/W2910136977","https://openalex.org/W2914503519","https://openalex.org/W2957822178","https://openalex.org/W2996393987","https://openalex.org/W3003417734","https://openalex.org/W3080459878","https://openalex.org/W3089319516"],"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/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919","https://openalex.org/W4323929055","https://openalex.org/W2032664813"],"abstract_inverted_index":{"Major":[0],"depressive":[1],"disorder":[2,8],"(MDD)":[3],"is":[4,29],"a":[5,82,87],"common":[6],"mood":[7],"encountered":[9],"worldwide.":[10],"Early":[11],"diagnosis":[12],"has":[13],"great":[14],"importance":[15],"to":[16,30,35,57],"prevent":[17],"the":[18,22,58,61,85,95,103],"negative":[19],"effects":[20],"on":[21],"person.":[23],"The":[24,71],"aim":[25],"of":[26,60,84,90],"this":[27],"study":[28],"develop":[31],"an":[32],"objective":[33],"method":[34],"differentiate":[36],"MDD":[37,48],"patients":[38,49],"from":[39,46,102],"healthy":[40,52],"controls.":[41],"Electroencephalography":[42],"(EEG)":[43],"signals":[44],"taken":[45],"16":[47,51],"and":[50,63,66],"subjects":[53],"are":[54,74],"analyzed":[55],"according":[56],"regions":[59],"brain,":[62],"time-domain,":[64],"frequency-domain,":[65],"nonlinear":[67],"features":[68,100],"were":[69],"extracted.":[70],"feature":[72],"sets":[73],"classified":[75],"using":[76,94],"five":[77],"different":[78],"classification":[79,88],"algorithms.":[80],"As":[81],"result":[83],"study,":[86],"accuracy":[89],"89.5%":[91],"was":[92],"yielded":[93],"Bagging":[96],"classifier":[97],"with":[98],"7":[99],"calculated":[101],"central":[104],"EEG":[105],"channels.":[106]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
