{"id":"https://openalex.org/W4296139537","doi":"https://doi.org/10.1007/s11517-022-02647-4","title":"Depression diagnosis using machine intelligence based on spatiospectrotemporal analysis of multi-channel EEG","display_name":"Depression diagnosis using machine intelligence based on spatiospectrotemporal analysis of multi-channel EEG","publication_year":2022,"publication_date":"2022-09-17","ids":{"openalex":"https://openalex.org/W4296139537","doi":"https://doi.org/10.1007/s11517-022-02647-4","pmid":"https://pubmed.ncbi.nlm.nih.gov/36115006"},"language":"en","primary_location":{"id":"doi:10.1007/s11517-022-02647-4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11517-022-02647-4","pdf_url":null,"source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical & Biological Engineering & Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5080959694","display_name":"Amir Nassibi","orcid":"https://orcid.org/0000-0002-2929-0246"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Amir Nassibi","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Imperial College London, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Imperial College London, London, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048618563","display_name":"Christos Papavassiliou","orcid":"https://orcid.org/0000-0002-8003-2146"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Christos Papavassiliou","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Imperial College London, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Imperial College London, London, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057991229","display_name":"S. Farokh Atashzar","orcid":"https://orcid.org/0000-0001-8495-8440"},"institutions":[{"id":"https://openalex.org/I57206974","display_name":"New York University","ror":"https://ror.org/0190ak572","country_code":"US","type":"education","lineage":["https://openalex.org/I57206974"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"S. Farokh Atashzar","raw_affiliation_strings":["Department of Electrical and Computer Engineering, New York University (NYU), New York City, NY, USA. f.atashzar@nyu.edu","Department of Mechanical and Aerospace Engineering, New York University, New York, NY, USA. f.atashzar@nyu.edu","Department of Mechanical and Aerospace Engineering, New York University, New York, NY, USA"],"raw_orcid":"https://orcid.org/0000-0001-8495-8440","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, New York University (NYU), New York City, NY, USA. f.atashzar@nyu.edu","institution_ids":["https://openalex.org/I57206974"]},{"raw_affiliation_string":"Department of Mechanical and Aerospace Engineering, New York University, New York, NY, USA. f.atashzar@nyu.edu","institution_ids":["https://openalex.org/I57206974"]},{"raw_affiliation_string":"Department of Mechanical and Aerospace Engineering, New York University, New York, NY, USA","institution_ids":["https://openalex.org/I57206974"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5057991229"],"corresponding_institution_ids":["https://openalex.org/I57206974"],"apc_list":{"value":3690,"currency":"USD","value_usd":3690},"apc_paid":null,"fwci":1.0321,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.73043095,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"60","issue":"11","first_page":"3187","last_page":"3202"},"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9983000159263611,"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/T10581","display_name":"Neural dynamics and brain function","score":0.9958000183105469,"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":0.8563562035560608},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.7043219804763794},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6550246477127075},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6102026104927063},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5859556198120117},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.556885838508606},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5066648125648499},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.4742121994495392},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.4585537314414978},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4564428925514221},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4198419153690338},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.365723192691803},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2829136252403259},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.1380881369113922},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.081825852394104}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8563562035560608},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.7043219804763794},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6550246477127075},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6102026104927063},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5859556198120117},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.556885838508606},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5066648125648499},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4742121994495392},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.4585537314414978},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4564428925514221},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4198419153690338},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.365723192691803},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2829136252403259},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.1380881369113922},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.081825852394104},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","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},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004566","descriptor_name":"Electrodes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004566","descriptor_name":"Electrodes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004566","descriptor_name":"Electrodes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1007/s11517-022-02647-4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11517-022-02647-4","pdf_url":null,"source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical & Biological Engineering & Computing","raw_type":"journal-article"},{"id":"pmid:36115006","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36115006","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical & biological engineering & computing","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.7300000190734863,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":72,"referenced_works":["https://openalex.org/W1578677613","https://openalex.org/W1847168837","https://openalex.org/W1847847467","https://openalex.org/W1880988703","https://openalex.org/W1974028377","https://openalex.org/W1975933603","https://openalex.org/W1985544987","https://openalex.org/W1990729297","https://openalex.org/W1994350341","https://openalex.org/W2002485537","https://openalex.org/W2003940506","https://openalex.org/W2007730677","https://openalex.org/W2015866962","https://openalex.org/W2020485355","https://openalex.org/W2049676210","https://openalex.org/W2067441751","https://openalex.org/W2114613490","https://openalex.org/W2117018962","https://openalex.org/W2128220616","https://openalex.org/W2128495200","https://openalex.org/W2146892036","https://openalex.org/W2150692529","https://openalex.org/W2473911097","https://openalex.org/W2512723500","https://openalex.org/W2519620145","https://openalex.org/W2521552716","https://openalex.org/W2522746991","https://openalex.org/W2524611380","https://openalex.org/W2528351778","https://openalex.org/W2546819379","https://openalex.org/W2565236069","https://openalex.org/W2575898858","https://openalex.org/W2584403383","https://openalex.org/W2607388924","https://openalex.org/W2611842513","https://openalex.org/W2734935247","https://openalex.org/W2738819855","https://openalex.org/W2752054005","https://openalex.org/W2755772563","https://openalex.org/W2766051478","https://openalex.org/W2766905545","https://openalex.org/W2768454750","https://openalex.org/W2770027422","https://openalex.org/W2770503336","https://openalex.org/W2774054212","https://openalex.org/W2788029111","https://openalex.org/W2790644103","https://openalex.org/W2800428573","https://openalex.org/W2800790800","https://openalex.org/W2803401196","https://openalex.org/W2887501928","https://openalex.org/W2892032915","https://openalex.org/W2904997858","https://openalex.org/W2916882487","https://openalex.org/W2943996957","https://openalex.org/W2960799161","https://openalex.org/W2964546587","https://openalex.org/W2970963824","https://openalex.org/W2979434413","https://openalex.org/W2979728443","https://openalex.org/W2997217503","https://openalex.org/W2997349606","https://openalex.org/W2998347881","https://openalex.org/W3004599123","https://openalex.org/W3014634271","https://openalex.org/W3126085817","https://openalex.org/W3150653160","https://openalex.org/W4205294987","https://openalex.org/W4231676511","https://openalex.org/W4247665917","https://openalex.org/W4251474529","https://openalex.org/W6638699964"],"related_works":["https://openalex.org/W2965546495","https://openalex.org/W4389116644","https://openalex.org/W2153315159","https://openalex.org/W3103844505","https://openalex.org/W259157601","https://openalex.org/W4205463238","https://openalex.org/W2761785940","https://openalex.org/W2110523656","https://openalex.org/W1482209366","https://openalex.org/W2510961579"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}