{"id":"https://openalex.org/W4394897038","doi":"https://doi.org/10.1109/tetci.2024.3386612","title":"Spatio-Temporal Hybrid Attentive Graph Network for Diagnosis of Mental Disorders on fMRI Time-Series Data","display_name":"Spatio-Temporal Hybrid Attentive Graph Network for Diagnosis of Mental Disorders on fMRI Time-Series Data","publication_year":2024,"publication_date":"2024-04-17","ids":{"openalex":"https://openalex.org/W4394897038","doi":"https://doi.org/10.1109/tetci.2024.3386612"},"language":"en","primary_location":{"id":"doi:10.1109/tetci.2024.3386612","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2024.3386612","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"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 Transactions on Emerging Topics in Computational Intelligence","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/A5100448617","display_name":"Rui Liu","orcid":"https://orcid.org/0000-0003-1926-3321"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Rui Liu","raw_affiliation_strings":["Department of Computing, The Hong Kong Polytechnic University, Hong Kong SAR, China"],"raw_orcid":"https://orcid.org/0000-0003-1926-3321","affiliations":[{"raw_affiliation_string":"Department of Computing, The Hong Kong Polytechnic University, Hong Kong SAR, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083469101","display_name":"Zhi-An Huang","orcid":"https://orcid.org/0000-0001-9974-148X"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]},{"id":"https://openalex.org/I4210105229","display_name":"City University of Hong Kong, Shenzhen Research Institute","ror":"https://ror.org/00xc0ma20","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210105229"]},{"id":"https://openalex.org/I4210124427","display_name":"City College of Dongguan University of Technology","ror":"https://ror.org/02vdh2x09","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029","https://openalex.org/I4210124427"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Zhi-An Huang","raw_affiliation_strings":["Research Office, City University of Hong Kong (Dongguan), Dongguan, China","City University of Hong Kong Shenzhen Research Institute, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-9974-148X","affiliations":[{"raw_affiliation_string":"Research Office, City University of Hong Kong (Dongguan), Dongguan, China","institution_ids":["https://openalex.org/I168719708","https://openalex.org/I4210124427"]},{"raw_affiliation_string":"City University of Hong Kong Shenzhen Research Institute, Shenzhen, China","institution_ids":["https://openalex.org/I168719708","https://openalex.org/I4210105229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005395418","display_name":"Yao Hu","orcid":"https://orcid.org/0000-0002-5477-8753"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]},{"id":"https://openalex.org/I4210105229","display_name":"City University of Hong Kong, Shenzhen Research Institute","ror":"https://ror.org/00xc0ma20","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210105229"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Yao Hu","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Hong Kong SAR, China","City University of Hong Kong Shenzhen Research Institute, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-5477-8753","affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong SAR, China","institution_ids":["https://openalex.org/I168719708"]},{"raw_affiliation_string":"City University of Hong Kong Shenzhen Research Institute, Shenzhen, China","institution_ids":["https://openalex.org/I168719708","https://openalex.org/I4210105229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100727472","display_name":"Lei Huang","orcid":"https://orcid.org/0000-0003-2458-5149"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]},{"id":"https://openalex.org/I4210105229","display_name":"City University of Hong Kong, Shenzhen Research Institute","ror":"https://ror.org/00xc0ma20","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210105229"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Lei Huang","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Hong Kong SAR, China","City University of Hong Kong Shenzhen Research Institute, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-2458-5149","affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong SAR, China","institution_ids":["https://openalex.org/I168719708"]},{"raw_affiliation_string":"City University of Hong Kong Shenzhen Research Institute, Shenzhen, China","institution_ids":["https://openalex.org/I168719708","https://openalex.org/I4210105229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030015771","display_name":"Ka\u2010Chun Wong","orcid":"https://orcid.org/0000-0001-6062-733X"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]},{"id":"https://openalex.org/I4210105229","display_name":"City University of Hong Kong, Shenzhen Research Institute","ror":"https://ror.org/00xc0ma20","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210105229"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Ka-Chun Wong","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Hong Kong SAR, China","City University of Hong Kong Shenzhen Research Institute, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-6062-733X","affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong SAR, China","institution_ids":["https://openalex.org/I168719708"]},{"raw_affiliation_string":"City University of Hong Kong Shenzhen Research Institute, Shenzhen, China","institution_ids":["https://openalex.org/I168719708","https://openalex.org/I4210105229"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025285243","display_name":"Kay Chen Tan","orcid":"https://orcid.org/0000-0002-6802-2463"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Kay Chen Tan","raw_affiliation_strings":["Department of Computing, The Hong Kong Polytechnic University, Hong Kong SAR, China"],"raw_orcid":"https://orcid.org/0000-0002-6802-2463","affiliations":[{"raw_affiliation_string":"Department of Computing, The Hong Kong Polytechnic University, Hong Kong SAR, China","institution_ids":["https://openalex.org/I14243506"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.0745,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.94642084,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"8","issue":"6","first_page":"4046","last_page":"4058"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9933000206947327,"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":0.9933000206947327,"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":0.9735999703407288,"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"}},{"id":"https://openalex.org/T13062","display_name":"Cognitive Computing and Networks","score":0.9229000210762024,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/psychology","display_name":"Psychology","score":0.503501832485199},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.36518052220344543},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3558964431285858}],"concepts":[{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.503501832485199},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.36518052220344543},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3558964431285858}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tetci.2024.3386612","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2024.3386612","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"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 Transactions on Emerging Topics in Computational Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1755174478","display_name":null,"funder_award_id":"P0035379","funder_id":"https://openalex.org/F4320322598","funder_display_name":"Hong Kong Polytechnic University"},{"id":"https://openalex.org/G2757623951","display_name":null,"funder_award_id":"U21A20512","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3852789963","display_name":null,"funder_award_id":"62202399","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4651879208","display_name":null,"funder_award_id":"P0039734","funder_id":"https://openalex.org/F4320322598","funder_display_name":"Hong Kong Polytechnic University"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322598","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W2031504445","https://openalex.org/W2059971579","https://openalex.org/W2114104729","https://openalex.org/W2137746168","https://openalex.org/W2145230075","https://openalex.org/W2157280774","https://openalex.org/W2166866921","https://openalex.org/W2183461225","https://openalex.org/W2520835145","https://openalex.org/W2563279629","https://openalex.org/W2779020697","https://openalex.org/W2884781986","https://openalex.org/W2907492528","https://openalex.org/W2946763314","https://openalex.org/W2955946470","https://openalex.org/W2963341956","https://openalex.org/W2965794397","https://openalex.org/W2979847772","https://openalex.org/W2992026644","https://openalex.org/W2996847713","https://openalex.org/W3000167727","https://openalex.org/W3039011740","https://openalex.org/W3044779191","https://openalex.org/W3089503988","https://openalex.org/W3089595613","https://openalex.org/W3120007598","https://openalex.org/W3126721948","https://openalex.org/W3133676353","https://openalex.org/W3155786160","https://openalex.org/W3173977017","https://openalex.org/W3199008037","https://openalex.org/W3204814083","https://openalex.org/W3210714637","https://openalex.org/W3216528674","https://openalex.org/W4206187231","https://openalex.org/W4211032934","https://openalex.org/W4211091012","https://openalex.org/W4220882290","https://openalex.org/W4283833281","https://openalex.org/W4284992359","https://openalex.org/W4285157402","https://openalex.org/W4286540489","https://openalex.org/W4298326836","https://openalex.org/W4306742555","https://openalex.org/W4309099372","https://openalex.org/W4309631262","https://openalex.org/W4310641394","https://openalex.org/W4321194469","https://openalex.org/W4321350079","https://openalex.org/W4324116430","https://openalex.org/W4376121360","https://openalex.org/W4376866854","https://openalex.org/W4385216024","https://openalex.org/W4385245566","https://openalex.org/W4386951748","https://openalex.org/W6736685754","https://openalex.org/W6792643492","https://openalex.org/W6795171876"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W4391913857","https://openalex.org/W2350741829","https://openalex.org/W2530322880"],"abstract_inverted_index":{"Facing":[0],"the":[1,7,9,21,38,47,76,137,160,191,197,204],"prevalence":[2],"of":[3,11,26,52,170],"mental":[4,27],"disorders":[5,28],"around":[6],"world,":[8],"burden":[10],"healthcare":[12],"services":[13],"becomes":[14],"increasingly":[15],"imminent.":[16],"To":[17],"lessen":[18],"patients'":[19],"suffering,":[20],"timely":[22],"diagnosis":[23,57],"and":[24,49,105,172,176,182],"therapy":[25],"are":[29],"particularly":[30],"essential.":[31],"Functional":[32],"magnetic":[33],"resonance":[34],"imaging":[35],"(fMRI),":[36],"as":[37],"de":[39],"facto":[40],"non-invasive":[41],"neuroimaging":[42],"technique,":[43],"can":[44],"effectively":[45,123],"examine":[46],"spatial":[48],"temporal":[50,139,206],"patterns":[51,208],"brain":[53,211],"activity.":[54],"Recently,":[55],"computer-aided":[56],"(CAD)":[58],"approaches":[59],"have":[60],"emerged":[61],"to":[62,84,122,135,148,190,202],"assist":[63],"doctors":[64],"in":[65,79],"interpreting":[66],"fMRI":[67,80,112],"images.":[68],"However,":[69],"existing":[70],"CAD":[71],"methods":[72],"cannot":[73],"fully":[74],"exploit":[75],"spatio-temporal":[77,93,126,151],"dependence":[78],"signals,":[81],"possibly":[82],"leading":[83],"inaccurate":[85],"diagnosis.":[86],"In":[87],"this":[88],"study,":[89],"we":[90,142],"propose":[91],"a":[92,115,129,144,167],"hybrid":[94,116],"attentive":[95,195],"graph":[96,117,152,194],"network":[97,119],"(ST-HAG)":[98],"for":[99,154,174],"diagnosing":[100],"autism":[101],"spectrum":[102],"disorder":[103,109],"(ASD)":[104],"attention":[106],"deficit":[107],"hyperactivity":[108],"(ADHD)":[110],"from":[111],"data.":[113],"Specifically,":[114],"convolution":[118],"is":[120],"developed":[121],"capture":[124],"complex":[125],"dynamics.":[127],"Meanwhile,":[128],"Transformer-based":[130],"self-attention":[131],"module":[132],"helps":[133],"ST-HAG":[134,162,201],"extract":[136],"full-scale":[138],"correlation.":[140],"Finally,":[141],"use":[143],"gated":[145],"fusion":[146],"unit":[147],"learn":[149],"discriminative":[150],"representations":[153],"classification.":[155],"Cross-validation":[156],"experiments":[157],"demonstrate":[158],"that":[159],"proposed":[161],"achieves":[163],"state-of-the-art":[164],"performance":[165],"with":[166],"mean":[168],"accuracy":[169],"71.9%":[171],"74.8%":[173],"ASD":[175],"ADHD":[177],"on":[178,214],"ABIDE":[179],"(1035":[180],"subjects)":[181,185],"ADHD-200":[183],"(939":[184],"datasets,":[186],"respectively.":[187],"Moreover,":[188],"thanks":[189],"adopted":[192],"dynamic":[193,215],"representation,":[196],"potent":[198],"interpretability":[199],"enables":[200],"detect":[203],"remarkable":[205],"association":[207],"among":[209],"different":[210],"regions":[212],"based":[213],"functional":[216],"connectivity":[217],"networks.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
