{"id":"https://openalex.org/W1555603176","doi":"https://doi.org/10.1109/jproc.2015.2425807","title":"Multivariate Machine Learning Methods for Fusing Multimodal Functional Neuroimaging Data","display_name":"Multivariate Machine Learning Methods for Fusing Multimodal Functional Neuroimaging Data","publication_year":2015,"publication_date":"2015-08-13","ids":{"openalex":"https://openalex.org/W1555603176","doi":"https://doi.org/10.1109/jproc.2015.2425807","mag":"1555603176"},"language":"en","primary_location":{"id":"doi:10.1109/jproc.2015.2425807","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jproc.2015.2425807","pdf_url":null,"source":{"id":"https://openalex.org/S68686220","display_name":"Proceedings of the IEEE","issn_l":"0018-9219","issn":["0018-9219","1558-2256"],"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":"Proceedings of the IEEE","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/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"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Sven Dahne","raw_affiliation_strings":["Dept. of Comput. Sci., Berlin Inst. of Technol., Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Dept. of Comput. Sci., Berlin Inst. of Technol., Berlin, Germany","institution_ids":["https://openalex.org/I4210148503"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070343636","display_name":"Felix Bieszmann","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Felix Bieszmann","raw_affiliation_strings":["Amazon;"],"affiliations":[{"raw_affiliation_string":"Amazon;","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026451495","display_name":"Wojciech Samek","orcid":"https://orcid.org/0000-0002-6283-3265"},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Wojciech Samek","raw_affiliation_strings":["Dept. of Video Coding & Analytics, Fraunhofer Heinrich Hertz Inst., Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Dept. of Video Coding & Analytics, Fraunhofer Heinrich Hertz Inst., Berlin, Germany","institution_ids":["https://openalex.org/I2800274787"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068256213","display_name":"Stefan Haufe","orcid":"https://orcid.org/0000-0003-1470-9195"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stefan Haufe","raw_affiliation_strings":["Lab. for Intell. Imaging & Neural Comput., Columbia Univ., New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"Lab. for Intell. Imaging & Neural Comput., Columbia Univ., New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007887029","display_name":"Dominique Goltz","orcid":null},"institutions":[{"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"]},{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dominique Goltz","raw_affiliation_strings":["Inst. of Psychol., Univ. of Leipzig, Leipzig, Germany","Max Planck Institute for Human Cognitive and Brain Sciences"],"affiliations":[{"raw_affiliation_string":"Inst. of Psychol., Univ. of Leipzig, Leipzig, Germany","institution_ids":["https://openalex.org/I926574661"]},{"raw_affiliation_string":"Max Planck Institute for Human Cognitive and Brain Sciences","institution_ids":["https://openalex.org/I4210130445"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026379735","display_name":"Christopher Gundlach","orcid":"https://orcid.org/0000-0002-4135-0715"},"institutions":[{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]},{"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":"Christopher Gundlach","raw_affiliation_strings":["Inst. of Psychol., Univ. of Leipzig, Leipzig, Germany","Max Planck Institute for Human Cognitive and Brain Sciences"],"affiliations":[{"raw_affiliation_string":"Inst. of Psychol., Univ. of Leipzig, Leipzig, Germany","institution_ids":["https://openalex.org/I926574661"]},{"raw_affiliation_string":"Max Planck Institute for Human Cognitive and Brain Sciences","institution_ids":["https://openalex.org/I4210130445"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020270555","display_name":"Arno Villringer","orcid":"https://orcid.org/0000-0003-2604-2404"},"institutions":[{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]},{"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":"Arno Villringer","raw_affiliation_strings":["Dept. for Neurology, Max Planck Inst. for Human Cognitive & Brain Sci., Leipzig, Germany","Leipzig University"],"affiliations":[{"raw_affiliation_string":"Dept. for Neurology, Max Planck Inst. for Human Cognitive & Brain Sci., Leipzig, Germany","institution_ids":["https://openalex.org/I4210130445"]},{"raw_affiliation_string":"Leipzig University","institution_ids":["https://openalex.org/I926574661"]}]},{"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/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Siamac Fazli","raw_affiliation_strings":["Dept. of Brain & Cognitive Eng., Korea Univ., Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"Dept. of Brain & Cognitive Eng., Korea Univ., Seoul, South Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5107838719","display_name":"Klaus\u2010Robert M\u00fcller","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":"Klaus-Robert Muller","raw_affiliation_strings":["Dept. of Comput. Sci., Berlin Inst. of Technol., Berlin, Germany","Department of Brain and Cognitive Engineering"],"affiliations":[{"raw_affiliation_string":"Dept. of Comput. Sci., Berlin Inst. of Technol., Berlin, Germany","institution_ids":["https://openalex.org/I4210148503"]},{"raw_affiliation_string":"Department of Brain and Cognitive Engineering","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5062297104"],"corresponding_institution_ids":["https://openalex.org/I4210148503"],"apc_list":null,"apc_paid":null,"fwci":7.1102,"has_fulltext":false,"cited_by_count":95,"citation_normalized_percentile":{"value":0.97702028,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"103","issue":"9","first_page":"1507","last_page":"1530"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9991000294685364,"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":0.9991000294685364,"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":0.9976999759674072,"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":0.9969000220298767,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.7346199154853821},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.7335523366928101},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.713974118232727},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6793799996376038},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6005352139472961},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.550947368144989},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4494169354438782},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.15008914470672607},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.10786539316177368}],"concepts":[{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.7346199154853821},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7335523366928101},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.713974118232727},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6793799996376038},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6005352139472961},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.550947368144989},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4494169354438782},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.15008914470672607},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.10786539316177368},{"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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/jproc.2015.2425807","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jproc.2015.2425807","pdf_url":null,"source":{"id":"https://openalex.org/S68686220","display_name":"Proceedings of the IEEE","issn_l":"0018-9219","issn":["0018-9219","1558-2256"],"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":"Proceedings of the IEEE","raw_type":"journal-article"},{"id":"pmh:oai:escidoc.org:escidoc:2332306","is_oa":false,"landing_page_url":"http://hdl.handle.net/11858/00-001M-0000-002B-3120-2","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"},{"id":"pmh:oai:publica.fraunhofer.de:publica/242601","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/242601","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5899999737739563,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321408","display_name":"Ministry of Education","ror":"https://ror.org/01p262204"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":182,"referenced_works":["https://openalex.org/W55399194","https://openalex.org/W157958861","https://openalex.org/W191669888","https://openalex.org/W191923771","https://openalex.org/W1524841735","https://openalex.org/W1536620489","https://openalex.org/W1554663460","https://openalex.org/W1591927733","https://openalex.org/W1663973292","https://openalex.org/W1723619723","https://openalex.org/W1906883763","https://openalex.org/W1968247093","https://openalex.org/W1968806178","https://openalex.org/W1973042443","https://openalex.org/W1973275441","https://openalex.org/W1975077471","https://openalex.org/W1977161018","https://openalex.org/W1982321167","https://openalex.org/W1984990856","https://openalex.org/W1985244573","https://openalex.org/W1987469773","https://openalex.org/W1991410152","https://openalex.org/W1994778010","https://openalex.org/W1994900366","https://openalex.org/W1995854415","https://openalex.org/W2001552996","https://openalex.org/W2002229750","https://openalex.org/W2002660165","https://openalex.org/W2003739479","https://openalex.org/W2004413713","https://openalex.org/W2005390575","https://openalex.org/W2007364043","https://openalex.org/W2007494471","https://openalex.org/W2010215092","https://openalex.org/W2011402106","https://openalex.org/W2012883158","https://openalex.org/W2016980059","https://openalex.org/W2020157147","https://openalex.org/W2022134429","https://openalex.org/W2023068579","https://openalex.org/W2025341678","https://openalex.org/W2029318887","https://openalex.org/W2030700120","https://openalex.org/W2030941724","https://openalex.org/W2034628098","https://openalex.org/W2035316145","https://openalex.org/W2037420423","https://openalex.org/W2039821656","https://openalex.org/W2040700600","https://openalex.org/W2042140315","https://openalex.org/W2043098233","https://openalex.org/W2043314251","https://openalex.org/W2044685455","https://openalex.org/W2047401359","https://openalex.org/W2047545657","https://openalex.org/W2050832787","https://openalex.org/W2052035564","https://openalex.org/W2052471278","https://openalex.org/W2052524465","https://openalex.org/W2053356496","https://openalex.org/W2059742622","https://openalex.org/W2060160257","https://openalex.org/W2061951101","https://openalex.org/W2063294564","https://openalex.org/W2065459990","https://openalex.org/W2068356916","https://openalex.org/W2070910303","https://openalex.org/W2072522618","https://openalex.org/W2072936686","https://openalex.org/W2073309755","https://openalex.org/W2075556735","https://openalex.org/W2077745487","https://openalex.org/W2078604986","https://openalex.org/W2078920503","https://openalex.org/W2079509976","https://openalex.org/W2081689238","https://openalex.org/W2082906925","https://openalex.org/W2083413239","https://openalex.org/W2085300014","https://openalex.org/W2087347434","https://openalex.org/W2087788281","https://openalex.org/W2087962626","https://openalex.org/W2090425593","https://openalex.org/W2090530235","https://openalex.org/W2090664493","https://openalex.org/W2093223573","https://openalex.org/W2094121226","https://openalex.org/W2096052879","https://openalex.org/W2098330912","https://openalex.org/W2098545770","https://openalex.org/W2098945231","https://openalex.org/W2099509424","https://openalex.org/W2101497777","https://openalex.org/W2103681669","https://openalex.org/W2106006415","https://openalex.org/W2106912553","https://openalex.org/W2108384452","https://openalex.org/W2108637955","https://openalex.org/W2108995755","https://openalex.org/W2109601901","https://openalex.org/W2112447569","https://openalex.org/W2112599785","https://openalex.org/W2113412631","https://openalex.org/W2113506774","https://openalex.org/W2113638573","https://openalex.org/W2114104729","https://openalex.org/W2114614491","https://openalex.org/W2115261698","https://openalex.org/W2115549238","https://openalex.org/W2116308679","https://openalex.org/W2116649573","https://openalex.org/W2119417890","https://openalex.org/W2120078534","https://openalex.org/W2120149217","https://openalex.org/W2121921208","https://openalex.org/W2122254869","https://openalex.org/W2122664326","https://openalex.org/W2123526233","https://openalex.org/W2124661129","https://openalex.org/W2124757684","https://openalex.org/W2125279989","https://openalex.org/W2125290066","https://openalex.org/W2125992711","https://openalex.org/W2126497681","https://openalex.org/W2126767504","https://openalex.org/W2126785585","https://openalex.org/W2128042129","https://openalex.org/W2129336810","https://openalex.org/W2129520886","https://openalex.org/W2129637843","https://openalex.org/W2130038497","https://openalex.org/W2132022182","https://openalex.org/W2133284024","https://openalex.org/W2135378997","https://openalex.org/W2137911531","https://openalex.org/W2139368301","https://openalex.org/W2139390557","https://openalex.org/W2140095548","https://openalex.org/W2141212940","https://openalex.org/W2141224535","https://openalex.org/W2141250485","https://openalex.org/W2142638745","https://openalex.org/W2142875089","https://openalex.org/W2147955712","https://openalex.org/W2148245426","https://openalex.org/W2148640263","https://openalex.org/W2148992333","https://openalex.org/W2149846618","https://openalex.org/W2149966221","https://openalex.org/W2150796457","https://openalex.org/W2152031252","https://openalex.org/W2152119085","https://openalex.org/W2152171700","https://openalex.org/W2153134014","https://openalex.org/W2154670640","https://openalex.org/W2155431465","https://openalex.org/W2156488048","https://openalex.org/W2156909104","https://openalex.org/W2157308590","https://openalex.org/W2157379194","https://openalex.org/W2161186572","https://openalex.org/W2161319723","https://openalex.org/W2163710753","https://openalex.org/W2164121465","https://openalex.org/W2172168442","https://openalex.org/W2294798173","https://openalex.org/W2527621380","https://openalex.org/W2533006630","https://openalex.org/W2583308334","https://openalex.org/W2740586183","https://openalex.org/W2951717097","https://openalex.org/W4230674625","https://openalex.org/W4231963173","https://openalex.org/W4237951138","https://openalex.org/W4238202755","https://openalex.org/W4388297464","https://openalex.org/W6602219098","https://openalex.org/W6676262067","https://openalex.org/W6676727762","https://openalex.org/W6678583891","https://openalex.org/W6682876644","https://openalex.org/W6684242912"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W1986582023","https://openalex.org/W2966829450","https://openalex.org/W4296095749","https://openalex.org/W4380075502"],"abstract_inverted_index":{"Multimodal":[0],"data":[1,188],"are":[2,79,89],"ubiquitous":[3],"in":[4,14,36,112,186],"engineering,":[5],"communications,":[6],"robotics,":[7],"computer":[8],"vision,":[9],"or":[10],"more":[11],"generally":[12],"speaking":[13],"industry":[15],"and":[16,72,75,81,152,190],"the":[17,31,86,105,108,133,171,176,196],"sciences.":[18],"All":[19],"disciplines":[20],"have":[21,181],"developed":[22],"their":[23],"respective":[24,87],"sets":[25],"of":[26,47,107,135,157],"analytic":[27],"tools":[28],"to":[29,104,120,143,195],"fuse":[30],"information":[32,61,136],"that":[33,159],"is":[34,102],"available":[35],"all":[37],"measured":[38],"modalities.":[39],"In":[40],"this":[41],"paper,":[42],"we":[43,129,168],"provide":[44],"a":[45,163,182],"review":[46],"classical":[48],"as":[49,51],"well":[50],"recent":[52],"machine":[53,178],"learning":[54,179],"methods":[55,128],"(specifically":[56],"factor":[57,83,117],"models)":[58],"for":[59,85,124,132],"fusing":[60],"from":[62,95,137],"functional":[63,173],"neuroimaging":[64,98,174],"techniques":[65,180],"such":[66],"as:":[67],"LFP,":[68],"EEG,":[69],"MEG,":[70],"fNIRS,":[71],"fMRI.":[73],"Early":[74],"late":[76],"fusion":[77],"scenarios":[78,88],"distinguished,":[80],"appropriate":[82],"models":[84,118,122],"presented":[90],"along":[91],"with":[92,162],"example":[93],"applications":[94],"selected":[96],"multimodal":[97,172],"studies.":[99],"Further":[100],"emphasis":[101],"given":[103,164],"interpretability":[106],"resulting":[109],"model":[110],"parameters,":[111],"particular":[113],"by":[114],"highlighting":[115],"how":[116],"relate":[119],"physical":[121],"needed":[123],"source":[125],"localization.":[126],"The":[127],"discuss":[130],"allow":[131],"extraction":[134],"neural":[138,155],"data,":[139],"which":[140],"ultimately":[141],"contributes":[142],"1)":[144],"better":[145],"neuroscientific":[146],"understanding;":[147],"2)":[148],"enhance":[149],"diagnostic":[150],"performance;":[151],"3)":[153],"discover":[154],"signals":[156],"interest":[158],"correlate":[160],"maximally":[161],"cognitive":[165],"paradigm.":[166],"While":[167],"clearly":[169],"study":[170],"challenge,":[175],"discussed":[177],"wide":[183],"applicability,":[184],"i.e.,":[185],"general":[187,197],"fusion,":[189],"may":[191],"thus":[192],"be":[193],"informative":[194],"interested":[198],"reader.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":14},{"year":2017,"cited_by_count":10},{"year":2016,"cited_by_count":14},{"year":2015,"cited_by_count":5}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
