{"id":"https://openalex.org/W4405490716","doi":"https://doi.org/10.1109/embc53108.2024.10781810","title":"A Cross-Feature Mutual Learning Framework to Integrate Functional Connectivity and Activity for Brain Disorder Classification","display_name":"A Cross-Feature Mutual Learning Framework to Integrate Functional Connectivity and Activity for Brain Disorder Classification","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405490716","doi":"https://doi.org/10.1109/embc53108.2024.10781810","pmid":"https://pubmed.ncbi.nlm.nih.gov/40038938"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10781810","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781810","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","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/A5100769200","display_name":"Min Zhao","orcid":"https://orcid.org/0000-0003-3258-8358"},"institutions":[{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Min Zhao","raw_affiliation_strings":["University of Chinese Academy of Sciences,Brainnetome Center, Institute of Automation, Chinese Academy of Sciences, School of Artificial Intelligence,Beijing,China"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences,Brainnetome Center, Institute of Automation, Chinese Academy of Sciences, School of Artificial Intelligence,Beijing,China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038918940","display_name":"Rongtao Xu","orcid":"https://orcid.org/0000-0003-4619-9679"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rongtao Xu","raw_affiliation_strings":["University of Chinese Academy of Sciences,School of Artificial Intelligence,Beijing,China"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences,School of Artificial Intelligence,Beijing,China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091103793","display_name":"Dongmei Zhi","orcid":"https://orcid.org/0000-0001-6906-8650"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongmei Zhi","raw_affiliation_strings":["Beijing Normal University,State Key Laboratory of Cognitive Neuroscience,Beijing,China"],"affiliations":[{"raw_affiliation_string":"Beijing Normal University,State Key Laboratory of Cognitive Neuroscience,Beijing,China","institution_ids":["https://openalex.org/I25254941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112762772","display_name":"Shan Yu","orcid":"https://orcid.org/0000-0002-4385-6306"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shan Yu","raw_affiliation_strings":["Chinese Academy of Sciences,Laboratory of Brain Atlas and Brain-Inspired Intelligence, Institute of Automation,Beijing,China"],"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences,Laboratory of Brain Atlas and Brain-Inspired Intelligence, Institute of Automation,Beijing,China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108948425","display_name":"Vince D. Calhoun","orcid":"https://orcid.org/0000-0001-9058-0747"},"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/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vince D Calhoun","raw_affiliation_strings":["Georgia State University,Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS) Center,Atlanta,GA,USA"],"affiliations":[{"raw_affiliation_string":"Georgia State University,Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS) Center,Atlanta,GA,USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I181565077"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073577615","display_name":"Jing Sui","orcid":"https://orcid.org/0000-0001-6837-5966"},"institutions":[{"id":"https://openalex.org/I4391768142","display_name":"State Key Laboratory of Cognitive Neuroscience and Learning","ror":"https://ror.org/059y0zb32","country_code":null,"type":"facility","lineage":["https://openalex.org/I25254941","https://openalex.org/I4391768142"]},{"id":"https://openalex.org/I4210115644","display_name":"Chinese Institute for Brain Research","ror":"https://ror.org/029819q61","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210115644"]},{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Sui","raw_affiliation_strings":["Beijing Normal University,IDG/McGovern Institute for Brain Research, State Key Laboratory of Cognitive Neuroscience and Learning,Beijing,China"],"affiliations":[{"raw_affiliation_string":"Beijing Normal University,IDG/McGovern Institute for Brain Research, State Key Laboratory of Cognitive Neuroscience and Learning,Beijing,China","institution_ids":["https://openalex.org/I4210115644","https://openalex.org/I25254941","https://openalex.org/I4391768142"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100769200"],"corresponding_institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I4210165038"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23915152,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9977999925613403,"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/T13283","display_name":"Mental Health Research Topics","score":0.9896000027656555,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6904700398445129},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6338709592819214},{"id":"https://openalex.org/keywords/functional-connectivity","display_name":"Functional connectivity","score":0.5839892625808716},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5797837972640991},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43976733088493347},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42708051204681396},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.2427663803100586},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.139804869890213}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6904700398445129},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6338709592819214},{"id":"https://openalex.org/C3018011982","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Functional connectivity","level":2,"score":0.5839892625808716},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5797837972640991},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43976733088493347},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42708051204681396},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.2427663803100586},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.139804869890213},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D001927","descriptor_name":"Brain Diseases","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001927","descriptor_name":"Brain Diseases","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001927","descriptor_name":"Brain Diseases","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001927","descriptor_name":"Brain Diseases","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D001927","descriptor_name":"Brain Diseases","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D001927","descriptor_name":"Brain Diseases","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D001927","descriptor_name":"Brain Diseases","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D001927","descriptor_name":"Brain Diseases","qualifier_ui":"Q000503","qualifier_name":"physiopathology","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":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc53108.2024.10781810","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781810","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40038938","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40038938","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":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.4399999976158142}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1943522337","https://openalex.org/W1985327120","https://openalex.org/W2029120044","https://openalex.org/W2115971978","https://openalex.org/W2202068811","https://openalex.org/W2526511911","https://openalex.org/W2740613252","https://openalex.org/W2772564583","https://openalex.org/W2793664204","https://openalex.org/W2906768105","https://openalex.org/W3048396787","https://openalex.org/W3089595613","https://openalex.org/W3094502228","https://openalex.org/W3113177135","https://openalex.org/W4246386548","https://openalex.org/W4385245566","https://openalex.org/W6679082059","https://openalex.org/W6784333009","https://openalex.org/W6787995345"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Time":[0],"courses":[1],"(TC)":[2],"and":[3,78,81,89,98,151,170],"functional":[4,11,132],"network":[5],"connectivity":[6],"(FNC)":[7],"features,":[8],"derived":[9],"from":[10,92,188],"magnetic":[12],"resonance":[13],"imaging,":[14],"show":[15],"considerable":[16],"potential":[17,223],"in":[18,137,183,217,224],"the":[19,40,93,146,155,213],"study":[20],"of":[21,76,96,149,181,199,215],"brain":[22,102,219],"disorders.":[23],"Despite":[24],"significant":[25],"advancements,":[26],"most":[27],"deep":[28],"learning":[29,48,56,70,75],"approaches":[30],"tend":[31],"to":[32,72,86,116,128,160],"either":[33,203],"directly":[34],"concatenate":[35],"complementary":[36],"MRI":[37],"features":[38],"at":[39],"input":[41],"level":[42],"or":[43,206,208],"ensemble":[44],"decisions":[45],"after":[46],"separately":[47],"each":[49],"feature,":[50],"whereas":[51],"an":[52,179],"end-to-end,":[53],"mixed":[54],"feature":[55],"framework":[57],"is":[58,158],"still":[59],"lacking.":[60],"To":[61],"bridge":[62],"this":[63,226],"gap,":[64],"we":[65,107,140],"introduce":[66],"a":[67,110,124,142,197],"cross-feature":[68],"mutual":[69,83],"(CFML)":[71],"enable":[73],"collaborative":[74],"TC-specific":[77,114,150],"FNC-specific":[79,126,152],"models":[80,195],"facilitate":[82],"knowledge":[84],"transfer":[85],"distill":[87],"shared":[88],"robust":[90],"characteristics":[91],"high-level":[94],"representations":[95],"TC":[97],"FNC,":[99],"thereby":[100],"enhancing":[101],"disorder":[103],"classification":[104],"performance.":[105],"Specifically,":[106],"first":[108],"develop":[109],"recurrent":[111],"neural":[112],"network-based":[113],"encoder":[115,127],"capture":[117],"temporal":[118],"dynamic":[119],"dependencies":[120,133],"within":[121],"TCs,":[122],"alongside":[123],"transformer-based":[125],"discern":[129],"global":[130],"high-order":[131],"among":[134],"independent":[135],"components":[136],"FNCs.":[138],"Subsequently,":[139],"design":[141],"cross-modal":[143],"module":[144],"for":[145],"adaptive":[147],"integration":[148],"features.":[153],"Additionally,":[154],"CFML":[156,177,216],"strategy":[157],"proposed":[159],"collaboratively":[161],"train":[162],"these":[163],"modules,":[164],"incorporating":[165],"feature-specific":[166],"loss,":[167,169],"feature-exchange":[168],"joint":[171],"loss.":[172],"Empirical":[173],"results":[174],"reveal":[175],"that":[176],"achieves":[178],"accuracy":[180,201],"85.1%":[182],"differentiating":[184],"healthy":[185],"controls":[186],"(HC)":[187],"schizophrenia":[189],"(SZ)":[190],"patients,":[191],"surpassing":[192],"12":[193],"comparative":[194],"by":[196],"margin":[198],"3.0-9.2%":[200],"using":[202],"static":[204],"FNC":[205],"TCs":[207],"both.":[209],"These":[210],"findings":[211],"underscore":[212],"efficacy":[214],"classifying":[218],"disorders,":[220],"highlighting":[221],"its":[222],"advancing":[225],"field.":[227]},"counts_by_year":[],"updated_date":"2026-04-07T14:57:38.498316","created_date":"2025-10-10T00:00:00"}
