{"id":"https://openalex.org/W4404133122","doi":"https://doi.org/10.1109/tmi.2024.3493195","title":"Toward Integrating Federated Learning With Split Learning via Spatio-Temporal Graph Framework for Brain Disease Prediction","display_name":"Toward Integrating Federated Learning With Split Learning via Spatio-Temporal Graph Framework for Brain Disease Prediction","publication_year":2024,"publication_date":"2024-11-07","ids":{"openalex":"https://openalex.org/W4404133122","doi":"https://doi.org/10.1109/tmi.2024.3493195","pmid":"https://pubmed.ncbi.nlm.nih.gov/39509311"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2024.3493195","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2024.3493195","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://discovery.dundee.ac.uk/ws/files/139286704/TMI-AAM_.PDF","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069517868","display_name":"Junbin Mao","orcid":null},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junbin Mao","raw_affiliation_strings":["Hunan Province Key Laboratory on Bioinformatics, School of Computer Science and Engineering, Central South University, Changsha, China","Hunan Province Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hunan Province Key Laboratory on Bioinformatics, School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"Hunan Province Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100642610","display_name":"Jin Liu","orcid":"https://orcid.org/0000-0002-4961-7074"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Liu","raw_affiliation_strings":["Hunan Province Key Laboratory on Bioinformatics, School of Computer Science and Engineering, Central South University, Changsha, China","Hunan Province Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-4961-7074","affiliations":[{"raw_affiliation_string":"Hunan Province Key Laboratory on Bioinformatics, School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"Hunan Province Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076801826","display_name":"Xu Tian","orcid":"https://orcid.org/0000-0001-5824-7020"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Tian","raw_affiliation_strings":["Hunan Province Key Laboratory on Bioinformatics, School of Computer Science and Engineering, Central South University, Changsha, China","Hunan Province Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-5824-7020","affiliations":[{"raw_affiliation_string":"Hunan Province Key Laboratory on Bioinformatics, School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"Hunan Province Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101465265","display_name":"Yi Pan","orcid":"https://orcid.org/0000-0002-2766-3096"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I4210152380","display_name":"Shenzhen Technology University","ror":"https://ror.org/04qzpec27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210152380"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Pan","raw_affiliation_strings":["Faculty of Computer Science and Control Engineering, Shenzhen University of Advanced Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-2766-3096","affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Control Engineering, Shenzhen University of Advanced Technology, Shenzhen, China","institution_ids":["https://openalex.org/I4210152380","https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048954811","display_name":"Emanuele Trucco","orcid":"https://orcid.org/0000-0002-5055-0794"},"institutions":[{"id":"https://openalex.org/I177639307","display_name":"University of Dundee","ror":"https://ror.org/03h2bxq36","country_code":"GB","type":"education","lineage":["https://openalex.org/I177639307"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Emanuele Trucco","raw_affiliation_strings":["School of Science and Engineering (Computing), University of Dundee, Dundee, U.K","School of Science and Engineering (Computing), University of Dundee, Dundee, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-5055-0794","affiliations":[{"raw_affiliation_string":"School of Science and Engineering (Computing), University of Dundee, Dundee, U.K","institution_ids":["https://openalex.org/I177639307"]},{"raw_affiliation_string":"School of Science and Engineering (Computing), University of Dundee, Dundee, United Kingdom","institution_ids":["https://openalex.org/I177639307"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017486777","display_name":"Hanhe Lin","orcid":"https://orcid.org/0000-0002-0297-3549"},"institutions":[{"id":"https://openalex.org/I177639307","display_name":"University of Dundee","ror":"https://ror.org/03h2bxq36","country_code":"GB","type":"education","lineage":["https://openalex.org/I177639307"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hanhe Lin","raw_affiliation_strings":["School of Science and Engineering (Computing), University of Dundee, Dundee, U.K","School of Science and Engineering (Computing), University of Dundee, Dundee, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-0297-3549","affiliations":[{"raw_affiliation_string":"School of Science and Engineering (Computing), University of Dundee, Dundee, U.K","institution_ids":["https://openalex.org/I177639307"]},{"raw_affiliation_string":"School of Science and Engineering (Computing), University of Dundee, Dundee, United Kingdom","institution_ids":["https://openalex.org/I177639307"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.6129,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.93947272,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"44","issue":"3","first_page":"1334","last_page":"1346"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9693999886512756,"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":0.9693999886512756,"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/computer-science","display_name":"Computer science","score":0.7356330752372742},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5886473655700684},{"id":"https://openalex.org/keywords/brain-disease","display_name":"Brain disease","score":0.5438448190689087},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5205762982368469},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4135245680809021},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.33124545216560364},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.24503418803215027},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09359875321388245}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7356330752372742},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5886473655700684},{"id":"https://openalex.org/C2991673738","wikidata":"https://www.wikidata.org/wiki/Q5062122","display_name":"Brain disease","level":3,"score":0.5438448190689087},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5205762982368469},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4135245680809021},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.33124545216560364},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.24503418803215027},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09359875321388245},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"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":"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":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000098407","descriptor_name":"Federated Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098407","descriptor_name":"Federated Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098407","descriptor_name":"Federated Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098407","descriptor_name":"Federated 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":"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":"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":"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":"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":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","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":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":"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":false},{"descriptor_ui":"D001927","descriptor_name":"Brain Diseases","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","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":"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":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","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":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1109/tmi.2024.3493195","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2024.3493195","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Medical Imaging","raw_type":"journal-article"},{"id":"pmid:39509311","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39509311","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 transactions on medical imaging","raw_type":null},{"id":"pmh:oai:discovery.dundee.ac.uk:openaire_cris_publications/9eeb64e9-03d6-477a-be14-764003401197","is_oa":true,"landing_page_url":"https://discovery.dundee.ac.uk/en/publications/9eeb64e9-03d6-477a-be14-764003401197","pdf_url":"https://discovery.dundee.ac.uk/ws/files/139286704/TMI-AAM_.PDF","source":{"id":"https://openalex.org/S4306400523","display_name":"Discovery Research Portal (University of Dundee)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177639307","host_organization_name":"University of Dundee","host_organization_lineage":["https://openalex.org/I177639307"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Mao, J, Liu, J, Tian, X, Pan, Y, Trucco, E & Lin, H 2025, 'Towards Integrating Federated Learning with Split Learning via Spatio-temporal Graph Framework for Brain Disease Prediction', IEEE Transactions on Medical Imaging, pp. 1334-1346. https://doi.org/10.1109/TMI.2024.3493195","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:discovery.dundee.ac.uk:openaire_cris_publications/9eeb64e9-03d6-477a-be14-764003401197","is_oa":true,"landing_page_url":"https://discovery.dundee.ac.uk/en/publications/9eeb64e9-03d6-477a-be14-764003401197","pdf_url":"https://discovery.dundee.ac.uk/ws/files/139286704/TMI-AAM_.PDF","source":{"id":"https://openalex.org/S4306400523","display_name":"Discovery Research Portal (University of Dundee)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177639307","host_organization_name":"University of Dundee","host_organization_lineage":["https://openalex.org/I177639307"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Mao, J, Liu, J, Tian, X, Pan, Y, Trucco, E & Lin, H 2025, 'Towards Integrating Federated Learning with Split Learning via Spatio-temporal Graph Framework for Brain Disease Prediction', IEEE Transactions on Medical Imaging, pp. 1334-1346. https://doi.org/10.1109/TMI.2024.3493195","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1335031494","display_name":null,"funder_award_id":"62172444","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4785461891","display_name":null,"funder_award_id":"U22A2041","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5336203131","display_name":null,"funder_award_id":"62472450","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6543756964","display_name":null,"funder_award_id":"2023CXQD018","funder_id":"https://openalex.org/F4320321514","funder_display_name":"Central South University"},{"id":"https://openalex.org/G7096152707","display_name":null,"funder_award_id":"2022JJ30753","funder_id":"https://openalex.org/F4320322843","funder_display_name":"Natural Science Foundation of\u00a0Hunan Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321514","display_name":"Central South University","ror":"https://ror.org/00f1zfq44"},{"id":"https://openalex.org/F4320322843","display_name":"Natural Science Foundation of\u00a0Hunan Province","ror":null},{"id":"https://openalex.org/F4320335439","display_name":"Postdoctoral Science Foundation of Central South University","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404133122.pdf","grobid_xml":"https://content.openalex.org/works/W4404133122.grobid-xml"},"referenced_works_count":65,"referenced_works":["https://openalex.org/W1968248619","https://openalex.org/W2000560314","https://openalex.org/W2031677665","https://openalex.org/W2068468084","https://openalex.org/W2102650805","https://openalex.org/W2158581396","https://openalex.org/W2314945771","https://openalex.org/W2337323496","https://openalex.org/W2345572109","https://openalex.org/W2400801684","https://openalex.org/W2522924024","https://openalex.org/W2789461602","https://openalex.org/W2806489700","https://openalex.org/W2924051171","https://openalex.org/W2962810718","https://openalex.org/W2962858109","https://openalex.org/W2963209930","https://openalex.org/W2973007151","https://openalex.org/W2996847713","https://openalex.org/W3004946360","https://openalex.org/W3018102029","https://openalex.org/W3040685212","https://openalex.org/W3085749384","https://openalex.org/W3089503988","https://openalex.org/W3119931767","https://openalex.org/W3120007598","https://openalex.org/W3132522414","https://openalex.org/W3162245332","https://openalex.org/W3180884825","https://openalex.org/W3200840849","https://openalex.org/W3201450302","https://openalex.org/W3215329004","https://openalex.org/W4200598890","https://openalex.org/W4220882290","https://openalex.org/W4226092049","https://openalex.org/W4226092233","https://openalex.org/W4229336522","https://openalex.org/W4229456933","https://openalex.org/W4309094718","https://openalex.org/W4310456609","https://openalex.org/W4310852955","https://openalex.org/W4312318111","https://openalex.org/W4313379836","https://openalex.org/W4375928586","https://openalex.org/W4384659132","https://openalex.org/W4385245566","https://openalex.org/W4385484783","https://openalex.org/W4386526397","https://openalex.org/W4386759896","https://openalex.org/W4388193892","https://openalex.org/W4388579751","https://openalex.org/W4388591328","https://openalex.org/W4388895193","https://openalex.org/W4391344195","https://openalex.org/W4393147362","https://openalex.org/W4401979928","https://openalex.org/W6726873649","https://openalex.org/W6728757088","https://openalex.org/W6738964360","https://openalex.org/W6759238902","https://openalex.org/W6762250955","https://openalex.org/W6774705918","https://openalex.org/W6783243524","https://openalex.org/W6789305514","https://openalex.org/W6843228616"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","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","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Functional":[0],"Magnetic":[1],"Resonance":[2],"Imaging":[3],"(fMRI)":[4],"is":[5,42,68,197,257],"used":[6],"for":[7,20],"extracting":[8],"blood":[9],"oxygen":[10],"signals":[11],"from":[12,65,201],"brain":[13,17,21,133,148,241],"regions":[14],"to":[15,71,103,128,141,165],"map":[16],"functional":[18,134],"connectivity":[19],"disease":[22,242],"prediction.":[23],"Despite":[24],"its":[25],"effectiveness,":[26],"fMRI":[27,182,215],"has":[28],"not":[29],"been":[30],"widely":[31],"used:":[32],"on":[33,59,130,221],"the":[34,40,48,60,119,147,154,191,209],"one":[35],"hand,":[36,62],"collecting":[37],"and":[38,44,86,99,113,136,174,189,223],"labeling":[39],"data":[41,52,64,72,183,186,204],"time-consuming":[43],"costly,":[45],"which":[46],"limits":[47],"amount":[49],"of":[50,150,193,199,211,214,251],"valid":[51],"collected":[53],"at":[54,259],"a":[55,81,105,109,114,125,160],"single":[56],"healthcare":[57],"site;":[58],"other":[61],"integrating":[63],"multiple":[66,167],"sites":[67],"challenging":[69],"due":[70],"privacy":[73,187],"restrictions.":[74],"To":[75],"address":[76],"these":[77],"issues,":[78],"we":[79,95,123,158,236],"propose":[80,124,159],"novel,":[82],"integrated":[83],"Federated":[84],"learning":[85,88,98,101,173,200],"Split":[87],"Spatio-temporal":[89],"Graph":[90],"framework":[91],"(F":[92],"G).":[93],"Specifically,":[94],"introduce":[96],"federated":[97,172],"split":[100,104,175],"techniques":[102],"spatio-temporal":[106,212,217],"model":[107,112,140],"into":[108],"client":[110,120],"temporal":[111,121],"server":[115,155],"spatial":[116,156],"model.":[117],"In":[118,153,234],"model,":[122,157],"time-aware":[126],"mechanism":[127],"focus":[129],"changes":[131,145],"in":[132,146],"states":[135,149],"use":[137],"an":[138],"InceptionTime":[139],"extract":[142],"information":[143],"about":[144],"each":[151],"subject.":[152],"united":[161],"graph":[162,168,218],"convolutional":[163,169],"network":[164],"integrate":[166],"networks.":[170,219],"Integrating":[171],"learning,":[176],"F":[177,252],"G":[178],"can":[179],"utilize":[180],"multi-site":[181],"without":[184],"violating":[185],"protection":[188],"reduce":[190],"risk":[192],"overfitting":[194],"as":[195],"it":[196,207],"capable":[198],"limited":[202],"training":[203],"sets.":[205],"Moreover,":[206],"boosts":[208],"extraction":[210],"features":[213],"using":[216,244,248],"Experiments":[220],"ABIDE":[222],"ADHD200":[224],"datasets":[225],"demonstrate":[226],"that":[227],"our":[228],"proposed":[229],"method":[230],"outperforms":[231],"state-of-the-art":[232],"methods.":[233],"addition,":[235],"explore":[237],"biomarkers":[238],"associated":[239],"with":[240],"prediction":[243],"community":[245],"discovery":[246],"algorithms":[247],"intermediate":[249],"results":[250],"G.":[253],"The":[254],"source":[255],"code":[256],"available":[258],"https://github.com/yutian0315/FS2G.":[260]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":8}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2024-11-08T00:00:00"}