{"id":"https://openalex.org/W4404916378","doi":"https://doi.org/10.1109/scisisis61014.2024.10760033","title":"Graph Convolutional Networks Approach for Alzheimer's Disease Stage Classification Using Multimodal Data","display_name":"Graph Convolutional Networks Approach for Alzheimer's Disease Stage Classification Using Multimodal Data","publication_year":2024,"publication_date":"2024-11-09","ids":{"openalex":"https://openalex.org/W4404916378","doi":"https://doi.org/10.1109/scisisis61014.2024.10760033"},"language":"en","primary_location":{"id":"doi:10.1109/scisisis61014.2024.10760033","is_oa":false,"landing_page_url":"https://doi.org/10.1109/scisisis61014.2024.10760033","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Joint 13th International Conference on Soft Computing and Intelligent Systems and 25th International Symposium on Advanced Intelligent Systems (SCIS&amp;amp;ISIS)","raw_type":"proceedings-article"},"type":"conference-paper","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":null,"display_name":"Hyujeong Jeong","orcid":null},"institutions":[{"id":"https://openalex.org/I8991828","display_name":"Pukyong National University","ror":"https://ror.org/0433kqc49","country_code":"KR","type":"education","lineage":["https://openalex.org/I8991828"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyujeong Jeong","raw_affiliation_strings":["Pukyong National University,Dept. of Applied Mathematics,Busan,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pukyong National University,Dept. of Applied Mathematics,Busan,Republic of Korea","institution_ids":["https://openalex.org/I8991828"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101117507","display_name":"Do-Young Kang","orcid":null},"institutions":[{"id":"https://openalex.org/I51226738","display_name":"Dong-A University","ror":"https://ror.org/03qvtpc38","country_code":"KR","type":"education","lineage":["https://openalex.org/I51226738"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Do-Young Kang","raw_affiliation_strings":["Dong-A University, College of Medicine and Medical Center, Institute of Convergence Bio-Health Dong-A University,Dept. of Nuclear Medicine,Busan,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dong-A University, College of Medicine and Medical Center, Institute of Convergence Bio-Health Dong-A University,Dept. of Nuclear Medicine,Busan,Republic of Korea","institution_ids":["https://openalex.org/I51226738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003652393","display_name":"Yeboon Yun","orcid":"https://orcid.org/0000-0001-8694-7219"},"institutions":[{"id":"https://openalex.org/I56624758","display_name":"Kansai University","ror":"https://ror.org/03xg1f311","country_code":"JP","type":"education","lineage":["https://openalex.org/I56624758"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yeboon Yun","raw_affiliation_strings":["Kansai University,Faculty of Environmental &#x0026; Urban Engineering,Osaka,Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kansai University,Faculty of Environmental &#x0026; Urban Engineering,Osaka,Japan","institution_ids":["https://openalex.org/I56624758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007301237","display_name":"Jum\u2010Ran Kang","orcid":"https://orcid.org/0000-0002-3170-8242"},"institutions":[{"id":"https://openalex.org/I8991828","display_name":"Pukyong National University","ror":"https://ror.org/0433kqc49","country_code":"KR","type":"education","lineage":["https://openalex.org/I8991828"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jum-Ran Kang","raw_affiliation_strings":["Pukyong National University,Dept. of Applied Mathematics,Busan,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pukyong National University,Dept. of Applied Mathematics,Busan,Republic of Korea","institution_ids":["https://openalex.org/I8991828"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102742287","display_name":"Min Yoon","orcid":"https://orcid.org/0000-0001-8854-8780"},"institutions":[{"id":"https://openalex.org/I8991828","display_name":"Pukyong National University","ror":"https://ror.org/0433kqc49","country_code":"KR","type":"education","lineage":["https://openalex.org/I8991828"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Min Yoon","raw_affiliation_strings":["Pukyong National University,Dept. of Applied Mathematics,Busan,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pukyong National University,Dept. of Applied Mathematics,Busan,Republic of Korea","institution_ids":["https://openalex.org/I8991828"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110950200","display_name":"Gyu-Bin Lee","orcid":"https://orcid.org/0009-0005-2470-6029"},"institutions":[{"id":"https://openalex.org/I51226738","display_name":"Dong-A University","ror":"https://ror.org/03qvtpc38","country_code":"KR","type":"education","lineage":["https://openalex.org/I51226738"]},{"id":"https://openalex.org/I8991828","display_name":"Pukyong National University","ror":"https://ror.org/0433kqc49","country_code":"KR","type":"education","lineage":["https://openalex.org/I8991828"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Gyu-Bin Lee","raw_affiliation_strings":["Pukyong National University, Dong-A University College of Medicine and Medical Center,Dept. of Applied Mathematics, Dept. of Nuclear Medicine,Busan,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pukyong National University, Dong-A University College of Medicine and Medical Center,Dept. of Applied Mathematics, Dept. of Nuclear Medicine,Busan,Republic of Korea","institution_ids":["https://openalex.org/I51226738","https://openalex.org/I8991828"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.25168307,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9354000091552734,"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"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9354000091552734,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7135460376739502},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.552713930606842},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5515215992927551},{"id":"https://openalex.org/keywords/graph-theory","display_name":"Graph theory","score":0.43561476469039917},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3428974151611328},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.159987211227417},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09778979420661926}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7135460376739502},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.552713930606842},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5515215992927551},{"id":"https://openalex.org/C88230418","wikidata":"https://www.wikidata.org/wiki/Q131476","display_name":"Graph theory","level":2,"score":0.43561476469039917},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3428974151611328},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.159987211227417},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09778979420661926},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/scisisis61014.2024.10760033","is_oa":false,"landing_page_url":"https://doi.org/10.1109/scisisis61014.2024.10760033","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Joint 13th International Conference on Soft Computing and Intelligent Systems and 25th International Symposium on Advanced Intelligent Systems (SCIS&amp;amp;ISIS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W41937140","https://openalex.org/W2045805974","https://openalex.org/W2049546272","https://openalex.org/W2115017507","https://openalex.org/W2129965408","https://openalex.org/W2524635875","https://openalex.org/W2619383789","https://openalex.org/W2963446712","https://openalex.org/W3206496513","https://openalex.org/W4319765238","https://openalex.org/W4392688329","https://openalex.org/W6726873649"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"With":[0],"the":[1,6,17,26,41,53,120,235],"advancement":[2],"of":[3,19,30,43,55,90,145,216,237],"medical":[4],"technology,":[5],"global":[7],"population":[8,126],"is":[9,13,25,33,49],"aging":[10],"and":[11,32,68,100,159,162,171,201,229,243],"this":[12,115],"expected":[14],"to":[15,40,51,78,109,125,213,223,232,240],"increase":[16],"number":[18],"dementia":[20,31],"patients.":[21],"Alzheimer's":[22],"disease":[23],"(AD)":[24],"most":[27],"common":[28],"cause":[29],"a":[34,44,178,183],"heterogeneous,":[35],"neurodegenerative":[36],"brain":[37,94,151],"disorder.":[38],"Due":[39],"lack":[42],"complete":[45],"cure,":[46],"early":[47,72],"diagnosis":[48,73],"crucial":[50],"slow":[52],"progression":[54],"symptoms.":[56],"Mild":[57],"cognitive":[58],"impairment":[59],"(MCI),":[60],"an":[61],"intermediate":[62],"state":[63],"between":[64],"normal":[65],"cognition":[66],"(NC)":[67],"dementia,":[69],"also":[70],"necessitates":[71],"because":[74],"it":[75],"can":[76],"progress":[77],"AD.":[79],"In":[80,114],"reality,":[81],"doctors":[82],"diagnose":[83],"AD":[84,104,138,219,238],"stage":[85,105,139,220],"by":[86,129,176],"considering":[87],"multiple":[88],"types":[89],"data":[91,136,143,173],"such":[92],"as":[93],"imaging,":[95],"demographic":[96,157],"information,":[97,158],"genetic":[98,160],"tests,":[99],"neuropsychological":[101,163],"tests.":[102],"Therefore,":[103],"classification":[106,221],"models":[107],"need":[108],"learn":[110],"these":[111],"multimodal":[112,135,142,179],"data.":[113,165],"study,":[116],"we":[117],"proposed":[118,189],"applying":[119],"graph":[121],"convolutional":[122,186],"network":[123],"(GCN)":[124],"graphs":[127],"constructed":[128],"using":[130,177],"cosine":[131,241],"similarity,$L1$-norm,":[132],"and$L$2-norm":[133],"on":[134],"for":[137,234],"classification.":[140],"The":[141,188,206],"consisted":[144],"F":[146],"-18":[147],"florbetaben":[148],"(FBB)":[149],"amyloid":[150],"positron":[152],"emission":[153],"tomography":[154],"(PET)":[155],"images,":[156],"test,":[161],"test":[164],"Different":[166],"dimensional":[167],"FBB":[168],"PET":[169],"images":[170],"non-image":[172],"were":[174],"matched":[175],"fusion":[180],"method":[181],"utilizing":[182],"3D":[184],"dense":[185],"network.":[187],"methods":[190],"are":[191],"investigated":[192],"through":[193],"cross-validation":[194],"with":[195],"support":[196],"vector":[197],"machine,":[198],"random":[199],"forest,":[200],"multilayer":[202],"percep-":[203],"tron":[204],"models.":[205],"results":[207],"suggest":[208],"that":[209],"the$L$1":[210],"-norm":[211],"leads":[212],"better":[214,225],"performance":[215],"GCN":[217],"in":[218],"due":[222],"its":[224,230],"robustness":[226],"against":[227],"outliers":[228],"ability":[231],"account":[233],"heterogeneity":[236],"compared":[239],"similarity":[242],"L2":[244],"-norm.":[245]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
