{"id":"https://openalex.org/W4406261453","doi":"https://doi.org/10.1109/bibm62325.2024.10822224","title":"Self-Supervised Temporal-Connectivity Contrastive Learning for fMRI Analysis on Autism Spectrum Disorder Classification","display_name":"Self-Supervised Temporal-Connectivity Contrastive Learning for fMRI Analysis on Autism Spectrum Disorder Classification","publication_year":2024,"publication_date":"2024-12-03","ids":{"openalex":"https://openalex.org/W4406261453","doi":"https://doi.org/10.1109/bibm62325.2024.10822224"},"language":"en","primary_location":{"id":"doi:10.1109/bibm62325.2024.10822224","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10822224","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5031742177","display_name":"Ying Xiong","orcid":"https://orcid.org/0000-0001-7423-2937"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Xiong","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,School of Artificial Intelligence,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,School of Artificial Intelligence,Beijing,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028496267","display_name":"De-Zhi Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"De-Zhi Jin","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,School of Artificial Intelligence,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,School of Artificial Intelligence,Beijing,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072352855","display_name":"Ye He","orcid":"https://orcid.org/0000-0001-7113-8056"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ye He","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,School of Artificial Intelligence,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,School of Artificial Intelligence,Beijing,China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I139759216"],"apc_list":null,"apc_paid":null,"fwci":1.3204,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.82545896,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1710","last_page":"1713"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9445000290870667,"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":0.9445000290870667,"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":0.9319000244140625,"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/autism-spectrum-disorder","display_name":"Autism spectrum disorder","score":0.8026505708694458},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5767654776573181},{"id":"https://openalex.org/keywords/functional-connectivity","display_name":"Functional connectivity","score":0.5639392137527466},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5193782448768616},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4101082682609558},{"id":"https://openalex.org/keywords/autism","display_name":"Autism","score":0.3940007984638214},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.32642239332199097},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.22004473209381104},{"id":"https://openalex.org/keywords/developmental-psychology","display_name":"Developmental psychology","score":0.09220904111862183}],"concepts":[{"id":"https://openalex.org/C2778538070","wikidata":"https://www.wikidata.org/wiki/Q1436063","display_name":"Autism spectrum disorder","level":3,"score":0.8026505708694458},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5767654776573181},{"id":"https://openalex.org/C3018011982","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Functional connectivity","level":2,"score":0.5639392137527466},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5193782448768616},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4101082682609558},{"id":"https://openalex.org/C205778803","wikidata":"https://www.wikidata.org/wiki/Q38404","display_name":"Autism","level":2,"score":0.3940007984638214},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.32642239332199097},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.22004473209381104},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.09220904111862183}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm62325.2024.10822224","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10822224","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2091373356","https://openalex.org/W2752558629","https://openalex.org/W2886989735","https://openalex.org/W3040879299","https://openalex.org/W3199008037","https://openalex.org/W3209594421","https://openalex.org/W4210582130","https://openalex.org/W4212997257","https://openalex.org/W4221149703","https://openalex.org/W4283821660","https://openalex.org/W4312302217","https://openalex.org/W4313379836","https://openalex.org/W4376866854","https://openalex.org/W4386024312","https://openalex.org/W4386437800","https://openalex.org/W4390992181","https://openalex.org/W4391627091","https://openalex.org/W6774314701"],"related_works":["https://openalex.org/W4280602684","https://openalex.org/W4310092953","https://openalex.org/W2227393071","https://openalex.org/W4402326599","https://openalex.org/W1995350144","https://openalex.org/W2082102603","https://openalex.org/W2033914206","https://openalex.org/W2042327336","https://openalex.org/W2013870569","https://openalex.org/W4399912370"],"abstract_inverted_index":{"Diagnosing":[0],"Autism":[1],"Spectrum":[2],"Disorder":[3],"(ASD)":[4],"using":[5],"neuroimaging":[6],"data":[7],"is":[8],"challenging":[9],"due":[10],"to":[11,130],"the":[12,41,97,101,120,133,138,154],"reliance":[13],"on":[14,30,64],"large":[15],"labeled":[16],"datasets,":[17],"which":[18,125],"are":[19,161],"scarce":[20],"in":[21,150],"clinical":[22],"settings.":[23],"Existing":[24],"deep":[25],"learning":[26,72,108],"methods":[27,149],"typically":[28],"focus":[29],"either":[31],"time":[32,77],"series":[33,78],"or":[34],"functional":[35,80],"connectivity":[36,81],"of":[37,43,100,137],"fMRI":[38],"data,":[39],"missing":[40],"advantages":[42],"combining":[44],"both.":[45],"Here,":[46],"we":[47,114],"propose":[48],"a":[49,70,106,116],"novel":[50],"self-supervised":[51],"framework":[52,68],"named":[53],"TCCL-AE":[54,145],"(Temporal-Connectivity":[55],"Contrastive":[56],"Learning":[57],"with":[58,110,163],"AutoEncoder)":[59],"for":[60,119],"ASD":[61,122,151],"diagnosis":[62],"based":[63],"resting-state":[65],"fMRI.":[66],"Our":[67],"introduces":[69],"contrastive":[71],"model":[73,146,160],"that":[74,143],"integrates":[75],"both":[76,132],"and":[79,89,135],"through":[82],"two":[83],"parallel":[84],"branches,":[85],"capturing":[86],"latent":[87],"dynamic":[88],"connective":[90],"brain":[91],"activity":[92],"patterns.":[93],"We":[94],"further":[95],"enhance":[96],"representational":[98],"capacity":[99],"temporal-connectivity":[102],"encoder":[103],"by":[104,158],"incorporating":[105],"complementary":[107],"strategy":[109],"an":[111,127],"autoencoder.":[112],"Finally,":[113],"introduce":[115],"fine-tuning":[117],"method":[118],"downstream":[121],"classification":[123],"task,":[124],"includes":[126],"attention":[128],"mechanism":[129],"improve":[131],"accuracy":[134],"interpretability":[136],"model.":[139],"Extensive":[140],"experiments":[141],"demonstrate":[142],"our":[144,159],"outperforms":[147],"state-of-the-art":[148],"classification.":[152],"Moreover,":[153],"ASD-related":[155],"biomarkers":[156],"identified":[157],"consistent":[162],"findings":[164],"from":[165],"neuroscience":[166],"research.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
