{"id":"https://openalex.org/W7117149211","doi":"https://doi.org/10.1109/jbhi.2025.3647976","title":"Adaptive High-Order Fusion Learning for Brain Disorder Detection","display_name":"Adaptive High-Order Fusion Learning for Brain Disorder Detection","publication_year":2025,"publication_date":"2025-12-24","ids":{"openalex":"https://openalex.org/W7117149211","doi":"https://doi.org/10.1109/jbhi.2025.3647976","pmid":"https://pubmed.ncbi.nlm.nih.gov/41442290"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2025.3647976","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3647976","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","raw_type":"journal-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/A5069402465","display_name":"Hengsheng Tang","orcid":null},"institutions":[{"id":"https://openalex.org/I196934937","display_name":"Liaocheng University","ror":"https://ror.org/03yh0n709","country_code":"CN","type":"education","lineage":["https://openalex.org/I196934937"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hengsheng Tang","raw_affiliation_strings":["School of Mathematics Science, Liaocheng University, Liaocheng, China"],"raw_orcid":"https://orcid.org/0009-0001-8916-0099","affiliations":[{"raw_affiliation_string":"School of Mathematics Science, Liaocheng University, Liaocheng, China","institution_ids":["https://openalex.org/I196934937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083648576","display_name":"Junji Jiang","orcid":"https://orcid.org/0000-0001-9675-0903"},"institutions":[{"id":"https://openalex.org/I196934937","display_name":"Liaocheng University","ror":"https://ror.org/03yh0n709","country_code":"CN","type":"education","lineage":["https://openalex.org/I196934937"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junji Jiang","raw_affiliation_strings":["School of Mathematics Science, Liaocheng University, Liaocheng, China"],"raw_orcid":"https://orcid.org/0009-0002-5466-4382","affiliations":[{"raw_affiliation_string":"School of Mathematics Science, Liaocheng University, Liaocheng, China","institution_ids":["https://openalex.org/I196934937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100664141","display_name":"Junhao Zhang","orcid":"https://orcid.org/0000-0002-7793-7585"},"institutions":[{"id":"https://openalex.org/I196934937","display_name":"Liaocheng University","ror":"https://ror.org/03yh0n709","country_code":"CN","type":"education","lineage":["https://openalex.org/I196934937"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junhao Zhang","raw_affiliation_strings":["School of Mathematics Science, Liaocheng University, Liaocheng, China"],"raw_orcid":"https://orcid.org/0009-0007-1342-5365","affiliations":[{"raw_affiliation_string":"School of Mathematics Science, Liaocheng University, Liaocheng, China","institution_ids":["https://openalex.org/I196934937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100722410","display_name":"Yining Zhang","orcid":"https://orcid.org/0000-0002-4128-9969"},"institutions":[{"id":"https://openalex.org/I196934937","display_name":"Liaocheng University","ror":"https://ror.org/03yh0n709","country_code":"CN","type":"education","lineage":["https://openalex.org/I196934937"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yining Zhang","raw_affiliation_strings":["School of Mathematics Science, Liaocheng University, Liaocheng, China"],"raw_orcid":"https://orcid.org/0000-0003-2791-5617","affiliations":[{"raw_affiliation_string":"School of Mathematics Science, Liaocheng University, Liaocheng, China","institution_ids":["https://openalex.org/I196934937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057700487","display_name":"Shufeng Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I196934937","display_name":"Liaocheng University","ror":"https://ror.org/03yh0n709","country_code":"CN","type":"education","lineage":["https://openalex.org/I196934937"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shufeng Zhou","raw_affiliation_strings":["School of Mathematics Science, Liaocheng University, Liaocheng, China"],"raw_orcid":"https://orcid.org/0000-0002-0203-4509","affiliations":[{"raw_affiliation_string":"School of Mathematics Science, Liaocheng University, Liaocheng, China","institution_ids":["https://openalex.org/I196934937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089137375","display_name":"Yueying Zhou","orcid":"https://orcid.org/0000-0003-0971-9428"},"institutions":[{"id":"https://openalex.org/I196934937","display_name":"Liaocheng University","ror":"https://ror.org/03yh0n709","country_code":"CN","type":"education","lineage":["https://openalex.org/I196934937"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yueying Zhou","raw_affiliation_strings":["School of Mathematics Science, Liaocheng University, Liaocheng, China"],"raw_orcid":"https://orcid.org/0000-0003-0971-9428","affiliations":[{"raw_affiliation_string":"School of Mathematics Science, Liaocheng University, Liaocheng, China","institution_ids":["https://openalex.org/I196934937"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121218982","display_name":"Lishan Qiao","orcid":null},"institutions":[{"id":"https://openalex.org/I196934937","display_name":"Liaocheng University","ror":"https://ror.org/03yh0n709","country_code":"CN","type":"education","lineage":["https://openalex.org/I196934937"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lishan Qiao","raw_affiliation_strings":["School of Mathematics Science, Liaocheng University, Liaocheng, China"],"raw_orcid":"https://orcid.org/0000-0001-6826-6145","affiliations":[{"raw_affiliation_string":"School of Mathematics Science, Liaocheng University, Liaocheng, China","institution_ids":["https://openalex.org/I196934937"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I196934937"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.57998933,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":"7","first_page":"6058","last_page":"6071"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.7103000283241272,"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":0.7103000283241272,"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":0.16869999468326569,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.03680000081658363,"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/discriminative-model","display_name":"Discriminative model","score":0.8234999775886536},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.6550999879837036},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.6086999773979187},{"id":"https://openalex.org/keywords/autism-spectrum-disorder","display_name":"Autism spectrum disorder","score":0.5218999981880188},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.44909998774528503},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3991999924182892},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.3767000138759613},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.3517000079154968}],"concepts":[{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.8234999775886536},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6718000173568726},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.6550999879837036},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6337000131607056},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.6086999773979187},{"id":"https://openalex.org/C2778538070","wikidata":"https://www.wikidata.org/wiki/Q1436063","display_name":"Autism spectrum disorder","level":3,"score":0.5218999981880188},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5123000144958496},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.44909998774528503},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3991999924182892},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.3767000138759613},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.35280001163482666},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.3517000079154968},{"id":"https://openalex.org/C120843803","wikidata":"https://www.wikidata.org/wiki/Q4955807","display_name":"Brain activity and meditation","level":3,"score":0.34360000491142273},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.33090001344680786},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.32010000944137573},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3142000138759613},{"id":"https://openalex.org/C192769605","wikidata":"https://www.wikidata.org/wiki/Q1418914","display_name":"Vigilance (psychology)","level":2,"score":0.2948000133037567},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.29330000281333923},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.27959999442100525},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.2775000035762787},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.2662000060081482},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.2655999958515167},{"id":"https://openalex.org/C68784500","wikidata":"https://www.wikidata.org/wiki/Q1570691","display_name":"Adaptive behavior","level":2,"score":0.26409998536109924},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2533000111579895},{"id":"https://openalex.org/C52338299","wikidata":"https://www.wikidata.org/wiki/Q1004354","display_name":"Functional neuroimaging","level":3,"score":0.2526000142097473}],"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":"D000098426","descriptor_name":"Adaptive Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098426","descriptor_name":"Adaptive 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":"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":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000503","qualifier_name":"physiopathology","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":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001927","descriptor_name":"Brain Diseases","qualifier_ui":"Q000175","qualifier_name":"diagnosis","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":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2025.3647976","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3647976","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:41442290","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41442290","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7696876525878906,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G1336109083","display_name":null,"funder_award_id":"ZR2024MF063","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G2412389660","display_name":null,"funder_award_id":"62406131","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G67554910","display_name":null,"funder_award_id":"62476155","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8819277727","display_name":null,"funder_award_id":"ZR2025MS1095","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,151],"functional":[1],"brain":[2,122,242],"network":[3],"(FBN)":[4],"serves":[5],"as":[6],"an":[7,110],"important":[8],"tool":[9],"for":[10,105,121,203,218,241],"investigating":[11],"neurological":[12],"and":[13,37,84,101,137,235],"mental":[14],"disorders.":[15,243],"Unlike":[16],"many":[17],"traditional":[18],"networks":[19],"whose":[20],"structures":[21],"are":[22],"often":[23],"known":[24],"in":[25,48,81,92],"advance,":[26],"FBNs":[27,57,100,132,234],"need":[28],"to":[29,59,88,142,147,156,184],"be":[30],"estimated":[31],"from":[32],"neuroimaging":[33],"or":[34],"electrophysiological":[35],"data,":[36],"their":[38],"quality":[39],"generally":[40],"determines":[41],"the":[42,71,148,161,177,185,196,204,215,229],"performance":[43,83,182],"of":[44,73,131,164,206,231],"downstream":[45,106],"tasks,":[46,107],"particularly":[47],"disorder":[49,123,209,224],"detection.":[50,124],"Recent":[51],"studies":[52],"have":[53],"shown":[54],"that":[55,69,176,191],"high-order":[56,112,233],"tend":[58],"achieve":[60],"better":[61],"discriminative":[62,82,232],"performance,":[63],"while":[64],"some":[65],"other":[66],"work":[67],"indicates":[68],"increasing":[70,135],"order":[72,104],"FBN":[74,113,193,213],"does":[75],"not":[76],"necessarily":[77],"bring":[78],"additional":[79],"gains":[80],"may":[85],"even":[86],"lead":[87],"a":[89,129,139,169,200,237],"rapid":[90],"decline":[91],"discriminability.":[93],"To":[94],"fully":[95],"leverage":[96],"information":[97],"across":[98],"different-order":[99],"identify":[102],"optimal":[103],"we":[108,126,189],"design":[109],"adaptive":[111],"fusion":[114,171],"learning":[115],"framework":[116,240],"(AHFL)":[117],"with":[118,133,221],"attention":[119],"mechanism":[120,153],"Specifically,":[125],"first":[127],"construct":[128],"series":[130],"continuously":[134],"orders":[136],"propose":[138],"data-driven":[140],"approach":[141],"evaluate":[143],"each":[144],"order's":[145],"contribution":[146],"classification":[149],"performance.":[150],"self-attention":[152],"is":[154,194,214],"employed":[155],"capture":[157],"contextual":[158],"dependencies":[159],"during":[160],"sequential":[162],"generation":[163],"multi-order":[165],"FBNs,":[166],"thereby":[167],"offering":[168],"natural":[170],"approach.":[172],"Experimental":[173],"evidence":[174],"shows":[175],"proposed":[178],"method":[179],"achieves":[180],"superior":[181],"compared":[183],"baseline.":[186],"In":[187],"particular,":[188],"find":[190],"third-order":[192],"achieved":[195],"highest":[197],"weights,":[198],"playing":[199],"crucial":[201],"role":[202],"detection":[205],"autism":[207],"spectrum":[208],"(ASD),":[210],"whereas":[211],"second-order":[212],"most":[216],"effective":[217],"identifying":[219],"patients":[220],"major":[222],"depressive":[223],"(MDD).":[225],"Our":[226],"findings":[227],"advance":[228],"identification":[230],"establish":[236],"generalizable":[238],"diagnostic":[239]},"counts_by_year":[],"updated_date":"2026-07-07T06:14:10.401900","created_date":"2025-12-24T00:00:00"}