{"id":"https://openalex.org/W7159940177","doi":"https://doi.org/10.1186/s40708-026-00306-0","title":"Brain network classification considering directed propagation mechanisms of dynamic graphs","display_name":"Brain network classification considering directed propagation mechanisms of dynamic graphs","publication_year":2026,"publication_date":"2026-05-02","ids":{"openalex":"https://openalex.org/W7159940177","doi":"https://doi.org/10.1186/s40708-026-00306-0","pmid":"https://pubmed.ncbi.nlm.nih.gov/42069894"},"language":"en","primary_location":{"id":"doi:10.1186/s40708-026-00306-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40708-026-00306-0","pdf_url":"https://link.springer.com/content/pdf/10.1186/s40708-026-00306-0.pdf","source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Brain Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1186/s40708-026-00306-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5135070910","display_name":"Xinlei Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I83714178","display_name":"Shenyang Jianzhu University","ror":"https://ror.org/01zr73v18","country_code":"CN","type":"education","lineage":["https://openalex.org/I83714178"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xinlei Wang","raw_affiliation_strings":["School of Computer Science and Engineering, Shenyang Jianzhu University, 25 Hunnan Middle Road, Shenyang, 110168, Liaoning, China. wangxinlei@sjzu.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Shenyang Jianzhu University, 25 Hunnan Middle Road, Shenyang, 110168, Liaoning, China. wangxinlei@sjzu.edu.cn","institution_ids":["https://openalex.org/I83714178"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135063420","display_name":"Zhongyang Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I83714178","display_name":"Shenyang Jianzhu University","ror":"https://ror.org/01zr73v18","country_code":"CN","type":"education","lineage":["https://openalex.org/I83714178"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongyang Wang","raw_affiliation_strings":["School of Computer Science and Engineering, Shenyang Jianzhu University, 25 Hunnan Middle Road, Shenyang, 110168, Liaoning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Shenyang Jianzhu University, 25 Hunnan Middle Road, Shenyang, 110168, Liaoning, China","institution_ids":["https://openalex.org/I83714178"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5135069038","display_name":"Keyan Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I83714178","display_name":"Shenyang Jianzhu University","ror":"https://ror.org/01zr73v18","country_code":"CN","type":"education","lineage":["https://openalex.org/I83714178"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Keyan Cao","raw_affiliation_strings":["School of Computer Science and Engineering, Shenyang Jianzhu University, 25 Hunnan Middle Road, Shenyang, 110168, Liaoning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Shenyang Jianzhu University, 25 Hunnan Middle Road, Shenyang, 110168, Liaoning, China","institution_ids":["https://openalex.org/I83714178"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5135070910"],"corresponding_institution_ids":["https://openalex.org/I83714178"],"apc_list":{"value":790,"currency":"GBP","value_usd":969},"apc_paid":{"value":790,"currency":"GBP","value_usd":969},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.63885117,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.8859000205993652,"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":0.8859000205993652,"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":0.0575999990105629,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.005799999926239252,"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/dynamic-functional-connectivity","display_name":"Dynamic functional connectivity","score":0.6326000094413757},{"id":"https://openalex.org/keywords/human-brain","display_name":"Human brain","score":0.527400016784668},{"id":"https://openalex.org/keywords/functional-connectivity","display_name":"Functional connectivity","score":0.5174000263214111},{"id":"https://openalex.org/keywords/brain-activity-and-meditation","display_name":"Brain activity and meditation","score":0.4821999967098236},{"id":"https://openalex.org/keywords/functional-integration","display_name":"Functional integration","score":0.4490000009536743},{"id":"https://openalex.org/keywords/brain-disease","display_name":"Brain disease","score":0.38510000705718994},{"id":"https://openalex.org/keywords/brain-function","display_name":"Brain function","score":0.3686999976634979},{"id":"https://openalex.org/keywords/dynamic-network-analysis","display_name":"Dynamic network analysis","score":0.35030001401901245},{"id":"https://openalex.org/keywords/functional-brain-imaging","display_name":"Functional Brain Imaging","score":0.3375999927520752}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6614000201225281},{"id":"https://openalex.org/C2781312939","wikidata":"https://www.wikidata.org/wiki/Q17088721","display_name":"Dynamic functional connectivity","level":3,"score":0.6326000094413757},{"id":"https://openalex.org/C2777670902","wikidata":"https://www.wikidata.org/wiki/Q492038","display_name":"Human brain","level":2,"score":0.527400016784668},{"id":"https://openalex.org/C3018011982","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Functional connectivity","level":2,"score":0.5174000263214111},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.5077000260353088},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5009999871253967},{"id":"https://openalex.org/C120843803","wikidata":"https://www.wikidata.org/wiki/Q4955807","display_name":"Brain activity and meditation","level":3,"score":0.4821999967098236},{"id":"https://openalex.org/C101812284","wikidata":"https://www.wikidata.org/wiki/Q2450135","display_name":"Functional integration","level":3,"score":0.4490000009536743},{"id":"https://openalex.org/C2991673738","wikidata":"https://www.wikidata.org/wiki/Q5062122","display_name":"Brain disease","level":3,"score":0.38510000705718994},{"id":"https://openalex.org/C3018390542","wikidata":"https://www.wikidata.org/wiki/Q1073","display_name":"Brain function","level":2,"score":0.3686999976634979},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3653999865055084},{"id":"https://openalex.org/C13540734","wikidata":"https://www.wikidata.org/wiki/Q5318996","display_name":"Dynamic network analysis","level":2,"score":0.35030001401901245},{"id":"https://openalex.org/C2911163904","wikidata":"https://www.wikidata.org/wiki/Q1474590","display_name":"Functional Brain Imaging","level":3,"score":0.3375999927520752},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.3325999975204468},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.3310999870300293},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.31709998846054077},{"id":"https://openalex.org/C34947359","wikidata":"https://www.wikidata.org/wiki/Q665189","display_name":"Complex network","level":2,"score":0.3122999966144562},{"id":"https://openalex.org/C50231774","wikidata":"https://www.wikidata.org/wiki/Q639842","display_name":"Brain mapping","level":2,"score":0.3093000054359436},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3028999865055084},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.2888000011444092},{"id":"https://openalex.org/C123757187","wikidata":"https://www.wikidata.org/wiki/Q9195957","display_name":"Network dynamics","level":2,"score":0.28630000352859497},{"id":"https://openalex.org/C2780196419","wikidata":"https://www.wikidata.org/wiki/Q1762173","display_name":"Nerve net","level":2,"score":0.2858000099658966},{"id":"https://openalex.org/C66324658","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Resting state fMRI","level":2,"score":0.2806999981403351},{"id":"https://openalex.org/C32946077","wikidata":"https://www.wikidata.org/wiki/Q618079","display_name":"Network analysis","level":2,"score":0.2766999900341034},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.2709999978542328},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.2646999955177307},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.2547999918460846},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2524000108242035}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1186/s40708-026-00306-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40708-026-00306-0","pdf_url":"https://link.springer.com/content/pdf/10.1186/s40708-026-00306-0.pdf","source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Brain Informatics","raw_type":"journal-article"},{"id":"pmid:42069894","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42069894","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":"Brain informatics","raw_type":null},{"id":"pmh:oai:doaj.org/article:78e14e83482f447b8aa3700095bc5f60","is_oa":true,"landing_page_url":"https://doaj.org/article/78e14e83482f447b8aa3700095bc5f60","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Brain Informatics, Vol 13, Iss 1 (2026)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13158336","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13158336/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Brain Inform","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s40708-026-00306-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40708-026-00306-0","pdf_url":"https://link.springer.com/content/pdf/10.1186/s40708-026-00306-0.pdf","source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Brain Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2221328579","display_name":null,"funder_award_id":"LJ212410153013","funder_id":"https://openalex.org/F4320326218","funder_display_name":"Foundation of Liaoning Province Education Administration"}],"funders":[{"id":"https://openalex.org/F4320323086","display_name":"Natural Science Foundation of Liaoning Province","ror":null},{"id":"https://openalex.org/F4320326218","display_name":"Foundation of Liaoning Province Education Administration","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7159940177.pdf","grobid_xml":"https://content.openalex.org/works/W7159940177.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W2991909137","https://openalex.org/W4229456933","https://openalex.org/W4295445657","https://openalex.org/W4321485801","https://openalex.org/W4322744354","https://openalex.org/W4391582828","https://openalex.org/W4393054249","https://openalex.org/W4393374860","https://openalex.org/W4399814823","https://openalex.org/W4400020198","https://openalex.org/W4401117624","https://openalex.org/W4404520648","https://openalex.org/W4404927351","https://openalex.org/W4405042042","https://openalex.org/W4405506406","https://openalex.org/W4405664017","https://openalex.org/W4405665223","https://openalex.org/W4406363049","https://openalex.org/W4406940694"],"related_works":[],"abstract_inverted_index":{"The":[0,191],"classification":[1,50,125,134,170],"of":[2,13,45,51,109,114,126,160,172,181],"functional":[3,28,52,61,115,127,143,174],"brain":[4,16,22,32,39,53,62,70,87,98,103,128,144,164,175],"networks":[5,23,54,145],"plays":[6,118],"an":[7],"important":[8,121],"role":[9,122],"in":[10,74,106,123,206],"the":[11,27,49,59,66,82,94,102,112,124,147,156,161,169,173,179,182,195],"diagnosis":[12],"neurodegenerative":[14],"diseases,":[15],"decoding":[17],"and":[18,36,78,158,166],"other":[19],"fields.":[20],"Functional":[21],"can":[24],"effectively":[25,154],"reflect":[26,81],"connection":[29],"relationships":[30],"between":[31,69,86,97],"regions":[33,71],"or":[34,72],"neurons":[35,73],"accurately":[37],"represent":[38],"activities.":[40],"Therefore,":[41,130],"a":[42,75,107,119,133],"large":[43],"number":[44],"problems":[46],"related":[47],"to":[48],"have":[55],"been":[56],"studied.":[57],"However,":[58],"traditional":[60],"network":[63,165],"merely":[64],"measures":[65],"static":[67],"correlation":[68],"simple":[76],"way,":[77],"does":[79],"not":[80],"causal":[83],"transmission":[84],"effect":[85],"regions.":[88,99],"This":[89,152],"directionality":[90,159],"is":[91,104],"crucial":[92],"for":[93,142],"regulatory":[95],"relationship":[96],"Furthermore,":[100],"since":[101],"constantly":[105],"state":[108],"dynamic":[110,148,162],"change,":[111],"dynamics":[113,157],"connectivity":[116],"also":[117],"very":[120],"networks.":[129],"we":[131,185],"propose":[132],"framework":[135],"named":[136],"Dynamic":[137],"Directed":[138],"Propagation":[139],"Networks":[140],"(DDPN)":[141],"considering":[146],"directed":[149,163],"propagation":[150],"mechanism.":[151],"method":[153,197],"captures":[155],"further":[167],"improves":[168],"accuracy":[171],"network.":[176],"To":[177],"verify":[178],"effectiveness":[180],"proposed":[183,196],"method,":[184],"conduct":[186],"experiments":[187,192],"on":[188],"real":[189],"datasets.":[190,208],"show":[193],"that":[194],"improved":[198],"by":[199],"3.1-4.1%":[200],"compared":[201],"with":[202],"state-of-the":[203],"art":[204],"methods":[205],"two":[207]},"counts_by_year":[],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2026-05-04T00:00:00"}
