{"id":"https://openalex.org/W2344461865","doi":"https://doi.org/10.1109/msp.2016.2521870","title":"Joint Blind Source Separation for Neurophysiological Data Analysis: Multiset and multimodal methods","display_name":"Joint Blind Source Separation for Neurophysiological Data Analysis: Multiset and multimodal methods","publication_year":2016,"publication_date":"2016-04-27","ids":{"openalex":"https://openalex.org/W2344461865","doi":"https://doi.org/10.1109/msp.2016.2521870","mag":"2344461865"},"language":"en","primary_location":{"id":"doi:10.1109/msp.2016.2521870","is_oa":false,"landing_page_url":"https://doi.org/10.1109/msp.2016.2521870","pdf_url":null,"source":{"id":"https://openalex.org/S120977877","display_name":"IEEE Signal Processing Magazine","issn_l":"1053-5888","issn":["1053-5888","1558-0792"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Signal Processing Magazine","raw_type":"journal-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/A5100451602","display_name":"Xun Chen","orcid":"https://orcid.org/0000-0002-4922-8116"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xun Chen","raw_affiliation_strings":["Department of Biomedical Engineering, Hefei University of Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Hefei University of Technology, China","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051587486","display_name":"Z. Jane Wang","orcid":"https://orcid.org/0000-0002-3791-0249"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Z. Jane Wang","raw_affiliation_strings":["Department Electrical and Computer Engineering, University of British Columbia, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department Electrical and Computer Engineering, University of British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021255536","display_name":"Martin J. McKeown","orcid":"https://orcid.org/0000-0002-4048-0817"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Martin McKeown","raw_affiliation_strings":["Systems and Clinical Neurosciences, Scientific Advisory Board of the Parkinson's Society, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Systems and Clinical Neurosciences, Scientific Advisory Board of the Parkinson's Society, Canada","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.7529,"has_fulltext":false,"cited_by_count":106,"citation_normalized_percentile":{"value":0.98532254,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"33","issue":"3","first_page":"86","last_page":"107"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9998999834060669,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9934999942779541,"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":0.9366000294685364,"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/neurophysiology","display_name":"Neurophysiology","score":0.8288636207580566},{"id":"https://openalex.org/keywords/multiset","display_name":"Multiset","score":0.7984906435012817},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7340610027313232},{"id":"https://openalex.org/keywords/blind-signal-separation","display_name":"Blind signal separation","score":0.6021109223365784},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5023367404937744},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4887861907482147},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45076876878738403},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3402389883995056},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.13362205028533936},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09640839695930481},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.07621979713439941}],"concepts":[{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.8288636207580566},{"id":"https://openalex.org/C2779623528","wikidata":"https://www.wikidata.org/wiki/Q864377","display_name":"Multiset","level":2,"score":0.7984906435012817},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7340610027313232},{"id":"https://openalex.org/C120317606","wikidata":"https://www.wikidata.org/wiki/Q17105967","display_name":"Blind signal separation","level":3,"score":0.6021109223365784},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5023367404937744},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4887861907482147},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45076876878738403},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3402389883995056},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.13362205028533936},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09640839695930481},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.07621979713439941},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"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/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","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},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/msp.2016.2521870","is_oa":false,"landing_page_url":"https://doi.org/10.1109/msp.2016.2521870","pdf_url":null,"source":{"id":"https://openalex.org/S120977877","display_name":"IEEE Signal Processing Magazine","issn_l":"1053-5888","issn":["1053-5888","1558-0792"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Signal Processing Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.46000000834465027,"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":80,"referenced_works":["https://openalex.org/W1483641112","https://openalex.org/W1522841492","https://openalex.org/W1582893002","https://openalex.org/W1655948089","https://openalex.org/W1845880232","https://openalex.org/W1971981854","https://openalex.org/W1975077471","https://openalex.org/W1975427503","https://openalex.org/W1984990856","https://openalex.org/W1985327120","https://openalex.org/W1986589478","https://openalex.org/W1988780137","https://openalex.org/W1991840148","https://openalex.org/W1991874398","https://openalex.org/W2001288584","https://openalex.org/W2004413713","https://openalex.org/W2004767547","https://openalex.org/W2007808090","https://openalex.org/W2016444985","https://openalex.org/W2019502123","https://openalex.org/W2021337450","https://openalex.org/W2021659924","https://openalex.org/W2025341678","https://openalex.org/W2027662587","https://openalex.org/W2031564282","https://openalex.org/W2031693301","https://openalex.org/W2033128599","https://openalex.org/W2035349853","https://openalex.org/W2039174571","https://openalex.org/W2040985763","https://openalex.org/W2043719218","https://openalex.org/W2046393968","https://openalex.org/W2053569902","https://openalex.org/W2055627139","https://openalex.org/W2055637322","https://openalex.org/W2058044556","https://openalex.org/W2058349530","https://openalex.org/W2065131965","https://openalex.org/W2065346482","https://openalex.org/W2068356916","https://openalex.org/W2074709877","https://openalex.org/W2078604986","https://openalex.org/W2079223014","https://openalex.org/W2079277602","https://openalex.org/W2081333198","https://openalex.org/W2081689238","https://openalex.org/W2082930519","https://openalex.org/W2086627209","https://openalex.org/W2087883561","https://openalex.org/W2090268938","https://openalex.org/W2095316902","https://openalex.org/W2096052879","https://openalex.org/W2098725211","https://openalex.org/W2099388546","https://openalex.org/W2109601901","https://openalex.org/W2113506774","https://openalex.org/W2114614491","https://openalex.org/W2116871167","https://openalex.org/W2120408841","https://openalex.org/W2123984177","https://openalex.org/W2128001879","https://openalex.org/W2129256542","https://openalex.org/W2131436045","https://openalex.org/W2133502275","https://openalex.org/W2137419326","https://openalex.org/W2142316424","https://openalex.org/W2143090565","https://openalex.org/W2146144468","https://openalex.org/W2148245426","https://openalex.org/W2149966221","https://openalex.org/W2151297119","https://openalex.org/W2158251387","https://openalex.org/W2158863190","https://openalex.org/W2168572392","https://openalex.org/W2242568341","https://openalex.org/W3103655579","https://openalex.org/W3149679044","https://openalex.org/W4232944527","https://openalex.org/W4237723258","https://openalex.org/W4237951138"],"related_works":["https://openalex.org/W4300455649","https://openalex.org/W2296588302","https://openalex.org/W4252409532","https://openalex.org/W4328119206","https://openalex.org/W2033245919","https://openalex.org/W2006067547","https://openalex.org/W9228044","https://openalex.org/W3143753676","https://openalex.org/W2954483618","https://openalex.org/W2770810599"],"abstract_inverted_index":{"Conventional":[0],"blind":[1,115],"source":[2,116],"separation":[3,117],"(BSS)":[4],"methods":[5,31,79,119,188],"have":[6,120],"become":[7],"widely":[8],"adopted":[9],"tools":[10,193],"for":[11,29,87,165,194,203],"neurophysiological":[12,23,51,89,174,195],"data":[13,24,37,52,77,127,196],"analysis.":[14,197],"However,":[15],"the":[16,54,73,88,103,110,183,186],"increasing":[17],"availability":[18],"of":[19,50,61,98,105,138,185],"multiset":[20,178],"and":[21,70,84,102,136,152,179,191],"multimodal":[22,180],"has":[25,53],"posed":[26],"new":[27],"challenges":[28,202],"BSS":[30],"originally":[32],"designed":[33],"to":[34,56,95,123],"analyze":[35],"one":[36],"set":[38],"at":[39],"a":[40,82,166],"time.":[41],"Concomitantly,":[42],"there":[43],"is":[44],"growing":[45],"recognition":[46],"that":[47,93,148],"joint":[48,76,114],"analysis":[49,78],"potential":[55],"substantially":[57],"enhance":[58,96],"our":[59],"understanding":[60,97],"brain":[62,100,107],"function":[63,101],"by":[64],"extracting":[65],"information":[66],"from":[67,176],"complementary":[68],"modalities":[69],"synergistically":[71],"combining":[72],"results.":[74],"Therefore,":[75],"represent":[80],"both":[81,177],"challenge":[83],"an":[85,134],"opportunity":[86],"signal":[90],"processing":[91],"community":[92],"attempts":[94],"normal":[99],"pathophysiology":[104],"many":[106],"diseases.":[108],"Over":[109],"past":[111],"decade,":[112],"various":[113],"(JBSS)":[118],"been":[121],"proposed":[122],"simultaneously":[124],"accommodate":[125],"multiple":[126],"sets.":[128],"In":[129],"this":[130],"article,":[131],"we":[132,199],"provide":[133],"overview":[135],"taxonomy":[137],"representative":[139],"JBSS":[140,156,187,205],"methods.":[141],"We":[142,169],"show,":[143],"through":[144],"illustrative":[145],"numerical":[146],"simulations,":[147],"different":[149,155],"statistical":[150],"assumptions":[151],"tradeoffs":[153],"underlie":[154],"methods,":[157],"affecting":[158],"which":[159],"method":[160],"should":[161],"be":[162],"ideally":[163],"chosen":[164],"given":[167],"application.":[168],"then":[170],"discuss":[171,200],"several":[172],"real-world":[173],"applications":[175],"perspectives,":[181],"highlighting":[182],"benefits":[184],"as":[189],"effective":[190],"promising":[192],"Finally,":[198],"remaining":[201],"future":[204],"development.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":15},{"year":2019,"cited_by_count":11},{"year":2018,"cited_by_count":17},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}