{"id":"https://openalex.org/W2755020143","doi":"https://doi.org/10.1109/embc.2017.8037543","title":"Decoding brain cognitive activity across subjects using multimodal M/EEG neuroimaging","display_name":"Decoding brain cognitive activity across subjects using multimodal M/EEG neuroimaging","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2755020143","doi":"https://doi.org/10.1109/embc.2017.8037543","mag":"2755020143","pmid":"https://pubmed.ncbi.nlm.nih.gov/29060584"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2017.8037543","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8037543","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5113676040","display_name":"Sarwat Fatima","orcid":null},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Sarwat Fatima","raw_affiliation_strings":["Neuroinformatics Lab, National University of Sciences & Technology (NUST), Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Neuroinformatics Lab, National University of Sciences & Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017201570","display_name":"Awais M. Kamboh","orcid":"https://orcid.org/0000-0002-7491-1590"},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Awais M. Kamboh","raw_affiliation_strings":["Neuroinformatics Lab, National University of Sciences & Technology (NUST), Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Neuroinformatics Lab, National University of Sciences & Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I929597975"],"apc_list":null,"apc_paid":null,"fwci":1.0219,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.71597518,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"2017","issue":null,"first_page":"3224","last_page":"3227"},"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9961000084877014,"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/T11094","display_name":"Face Recognition and Perception","score":0.9955999851226807,"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/magnetoencephalography","display_name":"Magnetoencephalography","score":0.8379483819007874},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.7635748386383057},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7619587182998657},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6480192542076111},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.6411755084991455},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5798953175544739},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5414133667945862},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4559841454029083},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.44980067014694214},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4383096992969513},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33927521109580994},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2796834111213684},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.10860681533813477},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.09887942671775818}],"concepts":[{"id":"https://openalex.org/C556910895","wikidata":"https://www.wikidata.org/wiki/Q384188","display_name":"Magnetoencephalography","level":3,"score":0.8379483819007874},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.7635748386383057},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7619587182998657},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6480192542076111},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.6411755084991455},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5798953175544739},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5414133667945862},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4559841454029083},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.44980067014694214},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4383096992969513},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33927521109580994},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2796834111213684},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.10860681533813477},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09887942671775818},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"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":"D015225","descriptor_name":"Magnetoencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015225","descriptor_name":"Magnetoencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015225","descriptor_name":"Magnetoencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2017.8037543","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8037543","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:29060584","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29060584","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.8199999928474426}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W2153667747","https://openalex.org/W2395579298","https://openalex.org/W2593891518"],"related_works":["https://openalex.org/W2090251673","https://openalex.org/W2410200900","https://openalex.org/W3096545521","https://openalex.org/W2013261033","https://openalex.org/W2033211697","https://openalex.org/W3142610246","https://openalex.org/W3153433522","https://openalex.org/W2063347383","https://openalex.org/W2046429112","https://openalex.org/W2539158116"],"abstract_inverted_index":{"Brain":[0,115],"decoding":[1,27],"is":[2,10,24],"essential":[3],"in":[4,26,55],"understanding":[5],"where":[6],"and":[7,64,114,129,152],"how":[8],"information":[9],"encoded":[11],"inside":[12],"the":[13,39],"brain.":[14],"Existing":[15],"literature":[16],"has":[17,34],"shown":[18],"that":[19],"a":[20,56,62,65,73,103,138],"good":[21],"classification":[22,33,53,97,139],"accuracy":[23,54,140],"achievable":[25],"for":[28,95,143,148,154],"single":[29,144,149],"subjects,":[30],"but":[31],"multi-subject":[32,52],"proven":[35],"difficult":[36],"due":[37],"to":[38,49],"inter-subject":[40],"variability.":[41],"In":[42,68],"this":[43,69],"paper,":[44],"multi-modal":[45,107,155],"neuroimaging":[46,109],"was":[47,92],"used":[48],"improve":[50],"two-class":[51],"cognitive":[57],"task":[58],"of":[59,119,126,141],"differentiating":[60],"between":[61],"face":[63],"scrambled":[66],"face.":[67],"transfer":[70],"learning":[71],"problem,":[72],"feature":[74],"space":[75],"based":[76],"on":[77,102],"special-form":[78],"covariance":[79],"matrices":[80],"manipulated":[81],"with":[82],"riemannian":[83],"geometry":[84],"are":[85,100],"used.":[86],"A":[87],"supervised":[88],"two-layer":[89],"hierarchical":[90],"model":[91,133],"trained":[93],"iteratively":[94],"estimating":[96],"accuracies.":[98],"Results":[99],"reported":[101],"publically":[104],"available":[105],"multi-subject,":[106],"human":[108],"dataset":[110,122],"from":[111],"MRC":[112],"Cognition":[113],"Sciences":[116],"Unit,":[117],"University":[118],"Cambridge.":[120],"The":[121],"contains":[123],"simultaneous":[124],"recordings":[125],"electroencephalography":[127],"(EEG)":[128],"magnetoencephalography":[130],"(MEG).":[131],"Our":[132],"attained,":[134],"using":[135],"leave-one-subject-out":[136],"cross-validation,":[137],"70.82%":[142],"modal":[145,150],"EEG,":[146],"81.55%":[147],"MEG":[151],"84.98%":[153],"M/EEG.":[156]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
