{"id":"https://openalex.org/W4399416133","doi":"https://doi.org/10.1109/tcss.2024.3402328","title":"Contrastive Hierarchical Augmentation Learning for Modeling Cognitive and Multimodal Brain Network","display_name":"Contrastive Hierarchical Augmentation Learning for Modeling Cognitive and Multimodal Brain Network","publication_year":2024,"publication_date":"2024-06-06","ids":{"openalex":"https://openalex.org/W4399416133","doi":"https://doi.org/10.1109/tcss.2024.3402328"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2024.3402328","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2024.3402328","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"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 Computational Social Systems","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/A5090123380","display_name":"Gen Shi","orcid":"https://orcid.org/0000-0002-1717-4053"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Gen Shi","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-1717-4053","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101767580","display_name":"Yuxiang Yao","orcid":"https://orcid.org/0000-0002-9544-8056"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxiang Yao","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9544-8056","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034415838","display_name":"Yifan Zhu","orcid":"https://orcid.org/0000-0002-7695-1633"},"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":"Yifan Zhu","raw_affiliation_strings":["School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-7695-1633","affiliations":[{"raw_affiliation_string":"School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xinyue Lin","orcid":"https://orcid.org/0009-0007-6599-7939"},"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":"Xinyue Lin","raw_affiliation_strings":["School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0007-6599-7939","affiliations":[{"raw_affiliation_string":"School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062495082","display_name":"Lanxin Ji","orcid":"https://orcid.org/0000-0003-4509-0225"},"institutions":[{"id":"https://openalex.org/I57206974","display_name":"New York University","ror":"https://ror.org/0190ak572","country_code":"US","type":"education","lineage":["https://openalex.org/I57206974"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lanxin Ji","raw_affiliation_strings":["Department of Child &#x0026; Adolescent Psychiatry, New York University School of Medicine, New York, NY, USA"],"raw_orcid":"https://orcid.org/0000-0003-4509-0225","affiliations":[{"raw_affiliation_string":"Department of Child &#x0026; Adolescent Psychiatry, New York University School of Medicine, New York, NY, USA","institution_ids":["https://openalex.org/I57206974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009453660","display_name":"Wenjin Liu","orcid":"https://orcid.org/0000-0002-2673-5262"},"institutions":[{"id":"https://openalex.org/I4210137355","display_name":"Northern Jiangsu People's Hospital","ror":"https://ror.org/04gz17b59","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210137355"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjin Liu","raw_affiliation_strings":["Department of Nephrology, Northern Jiangsu People&#x2019;s Hospital, Yangzhou University, Yangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-2673-5262","affiliations":[{"raw_affiliation_string":"Department of Nephrology, Northern Jiangsu People&#x2019;s Hospital, Yangzhou University, Yangzhou, China","institution_ids":["https://openalex.org/I4210137355"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100449095","display_name":"Xuesong Li","orcid":"https://orcid.org/0000-0003-1570-277X"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuesong Li","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-1570-277X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5090123380"],"corresponding_institution_ids":["https://openalex.org/I125839683"],"apc_list":null,"apc_paid":null,"fwci":1.6557,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.85824285,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"12","issue":"5","first_page":"3627","last_page":"3636"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.6958000063896179,"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"}},"topics":[{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.6958000063896179,"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/computer-science","display_name":"Computer science","score":0.5955501794815063},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5645620226860046},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48556992411613464},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.3066961467266083},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.24093574285507202}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5955501794815063},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5645620226860046},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48556992411613464},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.3066961467266083},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.24093574285507202}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2024.3402328","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2024.3402328","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"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 Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1455365679","display_name":null,"funder_award_id":"62071049","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5687068967","display_name":null,"funder_award_id":"61801026","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8244367932","display_name":null,"funder_award_id":"2022M711814","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W371353707","https://openalex.org/W1714729838","https://openalex.org/W2043459693","https://openalex.org/W2064765241","https://openalex.org/W2113258293","https://openalex.org/W2158485497","https://openalex.org/W2402346616","https://openalex.org/W2806489700","https://openalex.org/W2900954917","https://openalex.org/W2963303578","https://openalex.org/W3003675036","https://openalex.org/W3007364240","https://openalex.org/W3012816161","https://openalex.org/W3036446966","https://openalex.org/W3046002895","https://openalex.org/W3082566672","https://openalex.org/W3095746859","https://openalex.org/W3096301115","https://openalex.org/W3112646844","https://openalex.org/W3159193195","https://openalex.org/W3178444448","https://openalex.org/W3189215930","https://openalex.org/W3190265638","https://openalex.org/W3193043614","https://openalex.org/W3195874325","https://openalex.org/W3199008037","https://openalex.org/W4205489629","https://openalex.org/W4212927759","https://openalex.org/W4285412025","https://openalex.org/W4294068600","https://openalex.org/W4308929509","https://openalex.org/W4311079930","https://openalex.org/W4312947916","https://openalex.org/W4378195015","https://openalex.org/W4383503666","https://openalex.org/W4384923679","https://openalex.org/W4385893887"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Brain":[0],"networks":[1],"generated":[2],"by":[3],"functional":[4,104],"magnetic":[5],"resonance":[6],"imaging":[7],"(fMRI)":[8],"have":[9],"shown":[10],"promising":[11],"performance":[12,145],"in":[13,34,54,183,187],"characterizing":[14],"cerebral":[15],"social":[16],"cognition":[17],"and":[18,61,125,155,175,185],"disorders.":[19],"However,":[20,48],"the":[21,28,39,73,100,129,144,150,156,190,198],"scarcity":[22],"of":[23,30,41,79,103,146,181,192],"labeled":[24],"data":[25],"has":[26],"hindered":[27],"application":[29],"deep":[31],"graph":[32,46,170],"learning":[33,56,70,96,102,207],"brain":[35,68,80,105,114,130,203],"network":[36,69,131,172],"analysis,":[37],"accelerating":[38],"usage":[40],"extra":[42],"label-free":[43,139],"self-supervised":[44,140],"contrastive":[45,55,95,136,205],"learning.":[47,141],"existing":[49,169],"augmentation":[50,109,120,206],"strategies":[51],"commonly":[52],"used":[53],"(CL),":[57],"such":[58],"as":[59],"edge":[60],"node":[62],"drop,":[63],"do":[64],"not":[65],"fully":[66],"benefit":[67],"due":[71],"to":[72,98,113,134,208],"distribution":[74],"differences":[75],"between":[76],"different":[77],"modalities":[78],"neural":[81,171],"imaging.":[82],"To":[83,189],"this":[84],"end,":[85],"we":[86],"introduce":[87],"a":[88],"novel":[89],"approach":[90,148],"namely":[91],"spatial\u2013temporal":[92],"hierarchical":[93],"augmentation-based":[94],"(ST-HACL)":[97],"enhance":[99],"representation":[101],"networks.":[106,115],"ST-HACL":[107],"leverages":[108],"methods":[110],"tailored":[111],"specifically":[112],"Our":[116],"method":[117],"employs":[118],"an":[119],"strategy":[121],"from":[122],"both":[123],"spatial":[124],"temporal":[126],"level":[127],"during":[128],"construction":[132],"process":[133],"generate":[135],"samples,":[137],"enabling":[138],"We":[142],"evaluate":[143],"our":[147,166,193,195],"on":[149],"orthostatic":[151],"hypotension":[152],"dataset":[153,161],"(OH)":[154],"Alzheimer's":[157],"disease":[158],"neuroimaging":[159],"initiative":[160],"(ADNI).":[162],"Results":[163],"demonstrate":[164],"that":[165],"model":[167],"surpasses":[168],"(GNN)":[173],"models":[174],"graph-CL":[176],"methods,":[177],"achieving":[178],"F1":[179],"scores":[180],"80.61%":[182],"OH":[184],"73.01%":[186],"ADNI.":[188],"best":[191],"knowledge,":[194],"study":[196],"represents":[197],"first":[199],"attempt":[200],"at":[201],"applying":[202],"network-specific":[204],"fMRI":[209],"analysis.":[210]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
