{"id":"https://openalex.org/W4400908620","doi":"https://doi.org/10.1109/siu61531.2024.10600753","title":"Defining The Optimal Alpha Band Connectivity Pathways To Detect Depression Using Explainable AI","display_name":"Defining The Optimal Alpha Band Connectivity Pathways To Detect Depression Using Explainable AI","publication_year":2024,"publication_date":"2024-05-15","ids":{"openalex":"https://openalex.org/W4400908620","doi":"https://doi.org/10.1109/siu61531.2024.10600753"},"language":"en","primary_location":{"id":"doi:10.1109/siu61531.2024.10600753","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu61531.2024.10600753","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 32nd 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/A5059662515","display_name":"Farhad Nassehi","orcid":"https://orcid.org/0000-0001-8231-4780"},"institutions":[{"id":"https://openalex.org/I13236232","display_name":"TOBB University of Economics and Technology","ror":"https://ror.org/03ewx7v96","country_code":"TR","type":"education","lineage":["https://openalex.org/I13236232"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Farhad Nassehi","raw_affiliation_strings":["TOBB University of Economics & Technology,Department of Biomedical Engineering,Ankara,Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TOBB University of Economics & Technology,Department of Biomedical Engineering,Ankara,Turkey","institution_ids":["https://openalex.org/I13236232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099099537","display_name":"Asuhan Par","orcid":"https://orcid.org/0000-0003-3919-6955"},"institutions":[{"id":"https://openalex.org/I4210128276","display_name":"Sa\u011fl\u0131k Bilimleri \u00dcniversitesi","ror":"https://ror.org/03k7bde87","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210128276"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Asuhan Par","raw_affiliation_strings":["University of Health Science,Department of Psychiatry,Ankara,Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Health Science,Department of Psychiatry,Ankara,Turkey","institution_ids":["https://openalex.org/I4210128276"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021123752","display_name":"Aykut Eken","orcid":"https://orcid.org/0000-0002-7023-7930"},"institutions":[{"id":"https://openalex.org/I13236232","display_name":"TOBB University of Economics and Technology","ror":"https://ror.org/03ewx7v96","country_code":"TR","type":"education","lineage":["https://openalex.org/I13236232"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Aykut Eken","raw_affiliation_strings":["TOBB University of Economics & Technology,Department of Biomedical Engineering,Ankara,Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TOBB University of Economics & Technology,Department of Biomedical Engineering,Ankara,Turkey","institution_ids":["https://openalex.org/I13236232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084631229","display_name":"Si\u0307nan Yetki\u0307n","orcid":"https://orcid.org/0000-0001-7709-2837"},"institutions":[{"id":"https://openalex.org/I4210128276","display_name":"Sa\u011fl\u0131k Bilimleri \u00dcniversitesi","ror":"https://ror.org/03k7bde87","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210128276"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Sinan Yetkin","raw_affiliation_strings":["University of Health Science,Department of Psychiatry,Ankara,Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Health Science,Department of Psychiatry,Ankara,Turkey","institution_ids":["https://openalex.org/I4210128276"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000102473","display_name":"Osman Ero\u011ful","orcid":"https://orcid.org/0000-0002-4640-6570"},"institutions":[{"id":"https://openalex.org/I13236232","display_name":"TOBB University of Economics and Technology","ror":"https://ror.org/03ewx7v96","country_code":"TR","type":"education","lineage":["https://openalex.org/I13236232"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Osman Ero\u011ful","raw_affiliation_strings":["TOBB University of Economics & Technology,Department of Biomedical Engineering,Ankara,Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TOBB University of Economics & Technology,Department of Biomedical Engineering,Ankara,Turkey","institution_ids":["https://openalex.org/I13236232"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6052,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65937277,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.8633999824523926,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.8633999824523926,"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":0.8616999983787537,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.8519999980926514,"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/alpha","display_name":"Alpha (finance)","score":0.6627979278564453},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.5361388325691223},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5270578861236572},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.415755033493042},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.24810251593589783},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.13864219188690186},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.06079646944999695},{"id":"https://openalex.org/keywords/psychometrics","display_name":"Psychometrics","score":0.058531612157821655}],"concepts":[{"id":"https://openalex.org/C64943373","wikidata":"https://www.wikidata.org/wiki/Q2651003","display_name":"Alpha (finance)","level":4,"score":0.6627979278564453},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.5361388325691223},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5270578861236572},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.415755033493042},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.24810251593589783},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.13864219188690186},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.06079646944999695},{"id":"https://openalex.org/C171606756","wikidata":"https://www.wikidata.org/wiki/Q506132","display_name":"Psychometrics","level":2,"score":0.058531612157821655},{"id":"https://openalex.org/C49453240","wikidata":"https://www.wikidata.org/wiki/Q1592163","display_name":"Construct validity","level":3,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/siu61531.2024.10600753","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu61531.2024.10600753","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 32nd Signal Processing and Communications Applications Conference (SIU)","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":11,"referenced_works":["https://openalex.org/W1879995557","https://openalex.org/W2021345747","https://openalex.org/W2029882491","https://openalex.org/W2039056175","https://openalex.org/W2130140789","https://openalex.org/W2734935247","https://openalex.org/W2996393987","https://openalex.org/W3156102036","https://openalex.org/W3159456745","https://openalex.org/W4365799947","https://openalex.org/W4399647672"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Depression":[0,49],"is":[1,13],"a":[2,35,98],"prevalent":[3],"mental":[4],"disorder":[5],"that":[6,38],"affects":[7],"the":[8,42,45,69,72,119,123,135],"mood":[9],"of":[10,44,118,122,132],"patients":[11,50],"and":[12,23,51,64,104,148],"generally":[14],"diagnosed":[15],"by":[16],"paper-based":[17],"questionnaires.":[18],"Nowadays":[19],"combining":[20],"machine":[21],"learning":[22],"Electroencephalogram":[24],"(EEG)":[25],"are":[26],"more":[27],"popular":[28],"to":[29,91,142],"diagnose":[30],"depression.":[31,93],"This":[32],"study":[33],"proposes":[34],"novel":[36],"method":[37,140],"only":[39,111],"focuses":[40],"on":[41],"connectivity":[43],"Alpha":[46],"band.":[47],"22":[48],"25":[52],"healthy":[53],"control":[54],"subjects":[55],"were":[56,81,114],"attended":[57],"in":[58,61],"EEG":[59,79],"recording":[60],"eyes":[62,65],"closed":[63],"open":[66],"condition.":[67],"After":[68],"pre-processing":[70],"step,":[71],"phase":[73],"lag":[74],"index":[75],"(PLI)":[76],"values":[77,113],"between":[78],"channels":[80],"calculated.":[82],"The":[83,94],"Extreme":[84],"Gradient":[85],"Boosting":[86],"(XGB)":[87],"classifier":[88,124],"was":[89,108],"used":[90,115],"detect":[92],"maximum":[95],"performance":[96],"with":[97,134],"95.22%\u00b11.76%":[99],"accuracy":[100,144],"rate,":[101,145],"94.09%\u00b12.15":[102],"recall,":[103,147],"96.08%\u00b12.54%":[105],"specificity":[106,150],"rate":[107],"reached":[109],"when":[110],"eyes-closed":[112],"as":[116],"inputs":[117],"classifier.":[120],"Performance":[121],"for":[125],"ten":[126],"selected":[127],"pathways":[128],"using":[129],"explainability":[130],"analysis":[131],"features":[133],"Shapley":[136],"Additive":[137],"explanation":[138],"(SHAP)":[139],"decreased":[141],"93.12%\u00b11.73%":[143],"92.92%\u00b11.4%":[146],"94.57%\u00b12.78%":[149],"rate.":[151]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}