{"id":"https://openalex.org/W4390992184","doi":"https://doi.org/10.1109/bibm58861.2023.10385723","title":"Group Attention-based Multi-wave Graph Learning for Dementia Diagnosis","display_name":"Group Attention-based Multi-wave Graph Learning for Dementia Diagnosis","publication_year":2023,"publication_date":"2023-12-05","ids":{"openalex":"https://openalex.org/W4390992184","doi":"https://doi.org/10.1109/bibm58861.2023.10385723"},"language":"en","primary_location":{"id":"doi:10.1109/bibm58861.2023.10385723","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm58861.2023.10385723","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-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/A5081617972","display_name":"Jiaxin Wei","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":"Jiaxin Wei","raw_affiliation_strings":["Central South University,School of Computer Science and Engineering,Changsha,China","School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central South University,School of Computer Science and Engineering,Changsha,China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"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/A5011164088","display_name":"Bin Jiao","orcid":"https://orcid.org/0000-0002-6337-0784"},"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"]},{"id":"https://openalex.org/I4210159865","display_name":"Xiangya Hospital Central South University","ror":"https://ror.org/05c1yfj14","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159865"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Jiao","raw_affiliation_strings":["Central South University,Xiangya Hospital,Department of Neurology,Changsha,China","Department of Neurology, Xiangya Hospital, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central South University,Xiangya Hospital,Department of Neurology,Changsha,China","institution_ids":["https://openalex.org/I4210159865","https://openalex.org/I139660479"]},{"raw_affiliation_string":"Department of Neurology, Xiangya Hospital, Central South University, Changsha, China","institution_ids":["https://openalex.org/I4210159865","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":["Central South University,School of Computer Science and Engineering,Changsha,China","School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central South University,School of Computer Science and Engineering,Changsha,China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"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/A5012834626","display_name":"Lu Shen","orcid":"https://orcid.org/0000-0002-3393-8578"},"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"]},{"id":"https://openalex.org/I4210159865","display_name":"Xiangya Hospital Central South University","ror":"https://ror.org/05c1yfj14","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159865"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Shen","raw_affiliation_strings":["Central South University,Xiangya Hospital,Department of Neurology,Changsha,China","Department of Neurology, Xiangya Hospital, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central South University,Xiangya Hospital,Department of Neurology,Changsha,China","institution_ids":["https://openalex.org/I4210159865","https://openalex.org/I139660479"]},{"raw_affiliation_string":"Department of Neurology, Xiangya Hospital, Central South University, Changsha, China","institution_ids":["https://openalex.org/I4210159865","https://openalex.org/I139660479"]}]},{"author_position":"last","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":["Central South University,School of Computer Science and Engineering,Changsha,China","School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central South University,School of Computer Science and Engineering,Changsha,China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3286,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.59521739,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1531","last_page":"1536"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9905999898910522,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9905999898910522,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.989799976348877,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T10057","display_name":"Face and Expression Recognition","score":0.9656999707221985,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/dementia","display_name":"Dementia","score":0.6177637577056885},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6031801700592041},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.507504403591156},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36983370780944824},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.22770187258720398},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.20811355113983154}],"concepts":[{"id":"https://openalex.org/C2779483572","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Dementia","level":3,"score":0.6177637577056885},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6031801700592041},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.507504403591156},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36983370780944824},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22770187258720398},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.20811355113983154},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm58861.2023.10385723","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm58861.2023.10385723","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 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"},{"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}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1999771120","https://openalex.org/W2002752208","https://openalex.org/W2011584637","https://openalex.org/W2136117227","https://openalex.org/W2138019504","https://openalex.org/W2147840193","https://openalex.org/W2164641162","https://openalex.org/W2559463885","https://openalex.org/W2790139232","https://openalex.org/W2979077288","https://openalex.org/W2981624110","https://openalex.org/W3034552520","https://openalex.org/W3088423503","https://openalex.org/W3089729472","https://openalex.org/W3102455230","https://openalex.org/W3129758652","https://openalex.org/W3165302245","https://openalex.org/W3177182244","https://openalex.org/W3210135419","https://openalex.org/W4200176337","https://openalex.org/W4206390620","https://openalex.org/W4212858574","https://openalex.org/W4214920563","https://openalex.org/W4221022534","https://openalex.org/W4226418219","https://openalex.org/W4308427299","https://openalex.org/W4319765271","https://openalex.org/W4322747009","https://openalex.org/W6631190155","https://openalex.org/W6683984541","https://openalex.org/W6811046959"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2409059799","https://openalex.org/W364817481","https://openalex.org/W1972242255","https://openalex.org/W2890927416","https://openalex.org/W2775021631","https://openalex.org/W2128765271","https://openalex.org/W2966412519","https://openalex.org/W2028416698"],"abstract_inverted_index":{"Dementia":[0],"is":[1,44,143,149,156],"a":[2,47,69,134],"syndrome":[3],"caused":[4],"by":[5,120,151],"various":[6,109],"diseases":[7],"and":[8,99,112,117,145,174,185,190],"injuries":[9],"to":[10,39,82,127],"the":[11,14,57,85,94,100,115,122,129],"brain.":[12],"Considering":[13],"differences":[15],"in":[16],"brain":[17,36,49,61,110],"activity":[18],"among":[19,132],"different":[20,35,60,90],"dementias,":[21],"Electroencephalogram":[22],"(EEG)":[23],"has":[24],"been":[25],"used":[26],"for":[27,77,193],"dementia":[28,78,147,194],"diagnosis.":[29,79,195],"EEG":[30,161],"can":[31,186],"be":[32,187],"divided":[33],"into":[34],"waves":[37,111],"according":[38],"frequency,":[40],"each":[41],"of":[42,166],"which":[43,104],"associated":[45],"with":[46,137],"distinct":[48],"function.":[50],"However,":[51],"current":[52],"EEG-based":[53],"methods":[54,184],"rarely":[55],"consider":[56],"correlation":[58],"between":[59,89],"waves.":[62],"To":[63],"address":[64],"this":[65],"challenge,":[66],"we":[67],"propose":[68],"group":[70,101,123],"attention-based":[71],"multi-wave":[72,116],"graph":[73,136,141,152],"learning":[74],"(GAMGL)":[75],"framework":[76,192],"In":[80],"order":[81],"effectively":[83],"capture":[84],"hidden":[86,130],"complementary":[87],"information":[88],"waves,":[91],"GAMGL":[92,155,181],"introduces":[93],"multi-scale":[95,106,118],"grouped":[96],"representation":[97],"module":[98],"attention":[102,124],"module,":[103],"extract":[105],"features":[107,119,139],"from":[108],"adaptively":[113],"fuse":[114],"using":[121],"mechanism.":[125],"Then,":[126],"reveal":[128],"connections":[131],"subjects,":[133],"population":[135],"fused":[138],"as":[140],"nodes":[142],"constructed,":[144],"efficient":[146,189],"diagnosis":[148],"performed":[150],"convolution":[153],"network.":[154],"evaluated":[157],"on":[158],"an":[159,188],"in-house":[160],"dataset":[162],"containing":[163],"three":[164],"types":[165],"dementia,":[167],"namely":[168],"Alzheimer\u2019s":[169],"disease,":[170],"Vascular":[171],"cognitive":[172],"impairment":[173],"Frontotemporal":[175],"dementia.":[176],"Experimental":[177],"results":[178],"show":[179],"that":[180],"outperforms":[182],"state-of-the-art":[183],"accurate":[191]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
