{"id":"https://openalex.org/W4387882762","doi":"https://doi.org/10.1109/mlsp55844.2023.10285932","title":"Joint Structural and Functional Connectivity Learning Based Independent Component Analysis","display_name":"Joint Structural and Functional Connectivity Learning Based Independent Component Analysis","publication_year":2023,"publication_date":"2023-09-17","ids":{"openalex":"https://openalex.org/W4387882762","doi":"https://doi.org/10.1109/mlsp55844.2023.10285932"},"language":"en","primary_location":{"id":"doi:10.1109/mlsp55844.2023.10285932","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/mlsp55844.2023.10285932","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP)","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/A5020800532","display_name":"Mahshid Fouladivanda","orcid":"https://orcid.org/0000-0002-7943-4316"},"institutions":[{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]},{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mahshid Fouladivanda","raw_affiliation_strings":["Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory,Atlanta,USA","Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory, Atlanta, USA"],"affiliations":[{"raw_affiliation_string":"Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory,Atlanta,USA","institution_ids":["https://openalex.org/I4210133909"]},{"raw_affiliation_string":"Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory, Atlanta, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076662617","display_name":"Armin Iraji","orcid":"https://orcid.org/0000-0002-0605-593X"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]},{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Armin Iraji","raw_affiliation_strings":["Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory,Atlanta,USA","Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory, Atlanta, USA"],"affiliations":[{"raw_affiliation_string":"Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory,Atlanta,USA","institution_ids":["https://openalex.org/I4210133909"]},{"raw_affiliation_string":"Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory, Atlanta, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042061805","display_name":"Lei Wu","orcid":"https://orcid.org/0000-0002-9705-1829"},"institutions":[{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]},{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lei Wu","raw_affiliation_strings":["Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory,Atlanta,USA","Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory, Atlanta, USA"],"affiliations":[{"raw_affiliation_string":"Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory,Atlanta,USA","institution_ids":["https://openalex.org/I4210133909"]},{"raw_affiliation_string":"Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory, Atlanta, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032850756","display_name":"Vince D. Calhoun","orcid":"https://orcid.org/0000-0001-9058-0747"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]},{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vince. D. Calhoun","raw_affiliation_strings":["Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory,Atlanta,USA","Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory, Atlanta, USA"],"affiliations":[{"raw_affiliation_string":"Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory,Atlanta,USA","institution_ids":["https://openalex.org/I4210133909"]},{"raw_affiliation_string":"Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory, Atlanta, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5020800532"],"corresponding_institution_ids":["https://openalex.org/I130701444","https://openalex.org/I4210133909"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1663169,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","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/T10241","display_name":"Functional Brain Connectivity Studies","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/T10581","display_name":"Neural dynamics and brain function","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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9983999729156494,"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/independent-component-analysis","display_name":"Independent component analysis","score":0.8174364566802979},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7808389663696289},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.6917385458946228},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.611603319644928},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.579253077507019},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.5418681502342224},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.5235333442687988},{"id":"https://openalex.org/keywords/functional-connectivity","display_name":"Functional connectivity","score":0.49567902088165283},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.488249808549881},{"id":"https://openalex.org/keywords/schizophrenia","display_name":"Schizophrenia (object-oriented programming)","score":0.47702500224113464},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4748815894126892},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38999250531196594},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.15783420205116272},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08198785781860352},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07595741748809814}],"concepts":[{"id":"https://openalex.org/C51432778","wikidata":"https://www.wikidata.org/wiki/Q1259145","display_name":"Independent component analysis","level":2,"score":0.8174364566802979},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7808389663696289},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.6917385458946228},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.611603319644928},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.579253077507019},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.5418681502342224},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.5235333442687988},{"id":"https://openalex.org/C3018011982","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Functional connectivity","level":2,"score":0.49567902088165283},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.488249808549881},{"id":"https://openalex.org/C2776412080","wikidata":"https://www.wikidata.org/wiki/Q7431605","display_name":"Schizophrenia (object-oriented programming)","level":2,"score":0.47702500224113464},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4748815894126892},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38999250531196594},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.15783420205116272},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08198785781860352},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07595741748809814},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mlsp55844.2023.10285932","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/mlsp55844.2023.10285932","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1516226610","https://openalex.org/W1943480391","https://openalex.org/W1985327120","https://openalex.org/W2023095826","https://openalex.org/W2065131965","https://openalex.org/W2092955737","https://openalex.org/W2115971978","https://openalex.org/W2131181615","https://openalex.org/W2336932237","https://openalex.org/W2977883299","https://openalex.org/W3048396787","https://openalex.org/W3201799470","https://openalex.org/W4206774419","https://openalex.org/W4295018148","https://openalex.org/W6842831425"],"related_works":["https://openalex.org/W2121429698","https://openalex.org/W2182042810","https://openalex.org/W4252230435","https://openalex.org/W55679925","https://openalex.org/W3080404860","https://openalex.org/W2046761971","https://openalex.org/W3144722888","https://openalex.org/W2089650474","https://openalex.org/W4296095749","https://openalex.org/W2339708691"],"abstract_inverted_index":{"There":[0],"has":[1],"been":[2],"increasing":[3],"development":[4],"in":[5],"multimodal":[6,84],"approaches":[7],"to":[8,29,50,70,102,114],"neuroimaging":[9],"with":[10,100],"the":[11,68,103,108,136],"goal":[12],"of":[13,73],"leveraging":[14],"complementary":[15],"information":[16,129],"across":[17],"multiple":[18],"modalities":[19],"for":[20,135],"brain":[21,31],"network":[22],"analysis.":[23],"One":[24],"widely":[25],"used":[26],"data-driven":[27],"approach":[28,47,69,110],"identifying":[30],"intrinsic":[32],"connectivity":[33,64],"networks":[34],"(ICNs)":[35],"is":[36,111],"independent":[37],"components":[38],"analysis":[39],"(ICA).":[40],"In":[41,106,117],"this":[42],"paper,":[43],"a":[44,71],"multimodal-guided":[45],"ICA":[46],"was":[48],"proposed":[49,120],"determine":[51],"ICNs":[52,86],"during":[53],"an":[54],"iterative":[55],"joint":[56,109],"learning":[57],"procedure":[58],"using":[59,125],"both":[60],"structural":[61,126],"and":[62,77,91,127,138],"functional":[63,128],"information.":[65],"We":[66,80],"applied":[67],"dataset":[72],"over":[74],"300":[75],"control":[76],"schizophrenia":[78],"subjects.":[79],"found":[81],"that":[82,123],"jointly":[83,124],"learned":[85],"are":[87],"more":[88,93,112,131],"spatially":[89],"distinct":[90],"show":[92],"structurally":[94],"tuned":[95],"distance":[96],"between":[97],"time":[98],"courses":[99],"respect":[101],"traditional":[104],"ICNs.":[105],"addition,":[107],"sensitive":[113],"group":[115],"differences.":[116],"summary,":[118],"our":[119],"method":[121],"shows":[122],"identifies":[130],"modular":[132],"integrated":[133],"ICNs,":[134],"healthy":[137],"disordered":[139],"brain.":[140]},"counts_by_year":[],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}
