{"id":"https://openalex.org/W2034146658","doi":"https://doi.org/10.1109/iww-bci.2014.6782552","title":"Multimodal integration of electrophysiological and hemodynamic signals","display_name":"Multimodal integration of electrophysiological and hemodynamic signals","publication_year":2014,"publication_date":"2014-02-01","ids":{"openalex":"https://openalex.org/W2034146658","doi":"https://doi.org/10.1109/iww-bci.2014.6782552","mag":"2034146658"},"language":"en","primary_location":{"id":"doi:10.1109/iww-bci.2014.6782552","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iww-bci.2014.6782552","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 International Winter Workshop on Brain-Computer Interface (BCI)","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/A5062297104","display_name":"Sven D\u00e4hne","orcid":null},"institutions":[{"id":"https://openalex.org/I4210148503","display_name":"Fraunhofer Institute for Production Systems and Design Technology","ror":"https://ror.org/045eg9c12","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210148503","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Sven Dahne","raw_affiliation_strings":["Dept. Machine Learning, Berlin Institute of Technology, Berlin, Germany","Dept. Machine Learning, Berlin Inst. of Technol., Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Dept. Machine Learning, Berlin Institute of Technology, Berlin, Germany","institution_ids":["https://openalex.org/I4210148503","https://openalex.org/I4577782"]},{"raw_affiliation_string":"Dept. Machine Learning, Berlin Inst. of Technol., Berlin, Germany","institution_ids":["https://openalex.org/I4210148503"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073591696","display_name":"Felix BieBmann","orcid":null},"institutions":[{"id":"https://openalex.org/I4210148503","display_name":"Fraunhofer Institute for Production Systems and Design Technology","ror":"https://ror.org/045eg9c12","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210148503","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Felix BieBmann","raw_affiliation_strings":["Dept. Machine Learning, Berlin Inst. of Technol., Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Dept. Machine Learning, Berlin Inst. of Technol., Berlin, Germany","institution_ids":["https://openalex.org/I4210148503"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111490654","display_name":"Frank C. Meinecke","orcid":null},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]},{"id":"https://openalex.org/I4210148503","display_name":"Fraunhofer Institute for Production Systems and Design Technology","ror":"https://ror.org/045eg9c12","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210148503","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Frank C. Meinecke","raw_affiliation_strings":["Dept. Machine Learning, Berlin Institute of Technology, Berlin, Germany","Dept. Machine Learning, Berlin Inst. of Technol., Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Dept. Machine Learning, Berlin Institute of Technology, Berlin, Germany","institution_ids":["https://openalex.org/I4210148503","https://openalex.org/I4577782"]},{"raw_affiliation_string":"Dept. Machine Learning, Berlin Inst. of Technol., Berlin, Germany","institution_ids":["https://openalex.org/I4210148503"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062332424","display_name":"Jan Mehnert","orcid":"https://orcid.org/0000-0001-7088-740X"},"institutions":[{"id":"https://openalex.org/I4210148503","display_name":"Fraunhofer Institute for Production Systems and Design Technology","ror":"https://ror.org/045eg9c12","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210148503","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I149899117","display_name":"Max Planck Society","ror":"https://ror.org/01hhn8329","country_code":"DE","type":"funder","lineage":["https://openalex.org/I149899117"]},{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jan Mehnert","raw_affiliation_strings":["Dept. Machine Learning, Berlin Institute of Technology, Berlin, Germany","Max-Planck-Inst. for Human Cognitive & Brain Sci., Leipzig, Germany"],"affiliations":[{"raw_affiliation_string":"Dept. Machine Learning, Berlin Institute of Technology, Berlin, Germany","institution_ids":["https://openalex.org/I4210148503","https://openalex.org/I4577782"]},{"raw_affiliation_string":"Max-Planck-Inst. for Human Cognitive & Brain Sci., Leipzig, Germany","institution_ids":["https://openalex.org/I149899117"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057434469","display_name":"Siamac Fazli","orcid":"https://orcid.org/0000-0003-3397-0647"},"institutions":[{"id":"https://openalex.org/I4210148503","display_name":"Fraunhofer Institute for Production Systems and Design Technology","ror":"https://ror.org/045eg9c12","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210148503","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4210130445","display_name":"Max Planck Institute for Human Cognitive and Brain Sciences","ror":"https://ror.org/0387jng26","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210130445"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Siamac Fazli","raw_affiliation_strings":["Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany","Dept. Machine Learning, Berlin Inst. of Technol., Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany","institution_ids":["https://openalex.org/I4210130445"]},{"raw_affiliation_string":"Dept. Machine Learning, Berlin Inst. of Technol., Berlin, Germany","institution_ids":["https://openalex.org/I4210148503"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016429927","display_name":"Klaus-Robert Mtuller","orcid":null},"institutions":[{"id":"https://openalex.org/I4210148503","display_name":"Fraunhofer Institute for Production Systems and Design Technology","ror":"https://ror.org/045eg9c12","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210148503","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Klaus-Robert Mtuller","raw_affiliation_strings":["Technische Universitat Berlin, Berlin, Berlin, DE","Dept. Machine Learning, Berlin Inst. of Technol., Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universitat Berlin, Berlin, Berlin, DE","institution_ids":["https://openalex.org/I4577782"]},{"raw_affiliation_string":"Dept. Machine Learning, Berlin Inst. of Technol., Berlin, Germany","institution_ids":["https://openalex.org/I4210148503"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5062297104"],"corresponding_institution_ids":["https://openalex.org/I4210148503","https://openalex.org/I4577782"],"apc_list":null,"apc_paid":null,"fwci":0.1568,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.51268883,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"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/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/T11447","display_name":"Blind Source Separation Techniques","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.996999979019165,"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":0.746035635471344},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.6925712823867798},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6823209524154663},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.6698631644248962},{"id":"https://openalex.org/keywords/canonical-correlation","display_name":"Canonical correlation","score":0.655241847038269},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5975161194801331},{"id":"https://openalex.org/keywords/functional-magnetic-resonance-imaging","display_name":"Functional magnetic resonance imaging","score":0.5774757862091064},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.5231683850288391},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5176332592964172},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4840185344219208},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.44020509719848633},{"id":"https://openalex.org/keywords/independent-component-analysis","display_name":"Independent component analysis","score":0.4280659854412079},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.12990334630012512},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.12748247385025024}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.746035635471344},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.6925712823867798},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6823209524154663},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.6698631644248962},{"id":"https://openalex.org/C153874254","wikidata":"https://www.wikidata.org/wiki/Q115542","display_name":"Canonical correlation","level":2,"score":0.655241847038269},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5975161194801331},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.5774757862091064},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.5231683850288391},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5176332592964172},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4840185344219208},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.44020509719848633},{"id":"https://openalex.org/C51432778","wikidata":"https://www.wikidata.org/wiki/Q1259145","display_name":"Independent component analysis","level":2,"score":0.4280659854412079},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.12990334630012512},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.12748247385025024},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iww-bci.2014.6782552","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iww-bci.2014.6782552","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 International Winter Workshop on Brain-Computer Interface (BCI)","raw_type":"proceedings-article"},{"id":"pmh:oai:escidoc.org:escidoc:2111504","is_oa":false,"landing_page_url":"http://hdl.handle.net/11858/00-001M-0000-0025-7372-4","pdf_url":null,"source":{"id":"https://openalex.org/S7407052962","display_name":"Max Planck Digital Library","issn_l":null,"issn":[],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W245658","https://openalex.org/W1983451956","https://openalex.org/W1985244573","https://openalex.org/W2002229750","https://openalex.org/W2005593275","https://openalex.org/W2011402106","https://openalex.org/W2012883158","https://openalex.org/W2016980059","https://openalex.org/W2020157147","https://openalex.org/W2024165284","https://openalex.org/W2029318887","https://openalex.org/W2043314251","https://openalex.org/W2047401359","https://openalex.org/W2068356916","https://openalex.org/W2072735345","https://openalex.org/W2076313793","https://openalex.org/W2080209960","https://openalex.org/W2099509424","https://openalex.org/W2120149217","https://openalex.org/W2137523819","https://openalex.org/W2141250485","https://openalex.org/W4237723258","https://openalex.org/W4250543537"],"related_works":["https://openalex.org/W3202969339","https://openalex.org/W4237513258","https://openalex.org/W2321737855","https://openalex.org/W2293800410","https://openalex.org/W1991496323","https://openalex.org/W3183638985","https://openalex.org/W4320021951","https://openalex.org/W2216848651","https://openalex.org/W1791688437","https://openalex.org/W2295974754"],"abstract_inverted_index":{"The":[0,106],"urge":[1],"to":[2,17,47,64,127],"further":[3],"our":[4],"understanding":[5],"of":[6,22,39,45,52,61,108],"multimodal":[7,100,116,132],"neural":[8,28],"data":[9,25],"has":[10],"recently":[11],"become":[12],"an":[13,137],"important":[14],"topic":[15],"due":[16],"the":[18,34,40,53,59,69,109],"ever":[19],"increasing":[20],"availability":[21],"simultaneously":[23],"recorded":[24],"from":[26,119,131],"different":[27],"imaging":[29,82],"modalities.":[30],"In":[31,84],"case":[32],"where":[33,124],"electroencephalogram":[35],"(EEG)":[36],"is":[37,44,112,134],"one":[38],"measurement":[41],"modalities,":[42],"it":[43],"interest":[46],"relate":[48],"a":[49,94,120],"nonlinear":[50],"function":[51],"raw":[54],"EEG":[55,62],"time-domain":[56],"signal,":[57],"namely":[58],"dynamics":[60],"bandpower,":[63],"another":[65],"modality":[66],"such":[67],"as":[68,72],"hemodynamic":[70],"response,":[71],"measured":[73],"with":[74],"near-infrared":[75],"spectroscopy":[76],"(NIRS)":[77],"or":[78],"functional":[79],"magnetic":[80],"resonance":[81],"(fMRI).":[83],"this":[85,90],"work":[86],"we":[87,98],"tackle":[88],"exactly":[89],"problem":[91],"by":[92,142],"defining":[93],"novel":[95],"algorithm":[96],"that":[97],"denote":[99],"source":[101],"power":[102],"correlation":[103,144],"analysis":[104,145],"(mSPoC).":[105],"validity":[107],"mSPoC":[110],"approach":[111,140],"demonstrated":[113],"for":[114],"real-world":[115],"data,":[117],"obtained":[118],"Brain-Computer":[121],"Interface":[122],"experiment,":[123],"mSPoC's":[125],"ability":[126],"recover":[128],"common":[129],"sources":[130],"measurements":[133],"contrasted":[135],"against":[136],"existing":[138],"state-of-art":[139],"represented":[141],"canonical":[143],"(CCA).":[146]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
