{"id":"https://openalex.org/W3101320493","doi":"https://doi.org/10.1145/3388440.3412478","title":"A deep learning fusion model for brain disorder classification","display_name":"A deep learning fusion model for brain disorder classification","publication_year":2020,"publication_date":"2020-09-21","ids":{"openalex":"https://openalex.org/W3101320493","doi":"https://doi.org/10.1145/3388440.3412478","mag":"3101320493","pmid":"https://pubmed.ncbi.nlm.nih.gov/33363290"},"language":"en","primary_location":{"id":"doi:10.1145/3388440.3412478","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3388440.3412478","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 11th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7758676","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059512905","display_name":"Yuhui Du","orcid":"https://orcid.org/0000-0002-0079-8177"},"institutions":[{"id":"https://openalex.org/I181877577","display_name":"Shanxi University","ror":"https://ror.org/03y3e3s17","country_code":"CN","type":"education","lineage":["https://openalex.org/I181877577"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuhui Du","raw_affiliation_strings":["School of Computer &amp; Information Technology, Shanxi University, Taiyuan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer &amp; Information Technology, Shanxi University, Taiyuan, China","institution_ids":["https://openalex.org/I181877577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103239431","display_name":"Bang Li","orcid":"https://orcid.org/0000-0003-0764-0273"},"institutions":[{"id":"https://openalex.org/I181877577","display_name":"Shanxi University","ror":"https://ror.org/03y3e3s17","country_code":"CN","type":"education","lineage":["https://openalex.org/I181877577"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bang Li","raw_affiliation_strings":["School of Computer &amp; Information Technology, Shanxi University, Taiyuan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer &amp; Information Technology, Shanxi University, Taiyuan, China","institution_ids":["https://openalex.org/I181877577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045595128","display_name":"Yuliang Hou","orcid":null},"institutions":[{"id":"https://openalex.org/I181877577","display_name":"Shanxi University","ror":"https://ror.org/03y3e3s17","country_code":"CN","type":"education","lineage":["https://openalex.org/I181877577"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuliang Hou","raw_affiliation_strings":["School of Computer &amp; Information Technology, Shanxi University, Taiyuan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer &amp; Information Technology, Shanxi University, Taiyuan, China","institution_ids":["https://openalex.org/I181877577"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032850756","display_name":"Vince D. Calhoun","orcid":"https://orcid.org/0000-0001-9058-0747"},"institutions":[{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vince D. Calhoun","raw_affiliation_strings":["Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS)"],"affiliations":[{"raw_affiliation_string":"Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS)","institution_ids":["https://openalex.org/I4210133909"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5059512905"],"corresponding_institution_ids":["https://openalex.org/I181877577"],"apc_list":null,"apc_paid":null,"fwci":0.796,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.70682669,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9984999895095825,"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/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7784208059310913},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.7198654413223267},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6905329823493958},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6395294070243835},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.6364672183990479},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6040422320365906},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5144627094268799},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5029804110527039},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4591507315635681},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.42859140038490295},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.15076828002929688},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.14117884635925293}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7784208059310913},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7198654413223267},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6905329823493958},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6395294070243835},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.6364672183990479},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6040422320365906},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5144627094268799},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5029804110527039},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4591507315635681},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.42859140038490295},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.15076828002929688},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.14117884635925293},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3388440.3412478","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3388440.3412478","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 11th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics","raw_type":"proceedings-article"},{"id":"pmid:33363290","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33363290","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":"ACM-BCB ... ... : the ... ACM Conference on Bioinformatics, Computational Biology and Biomedicine. ACM Conference on Bioinformatics, Computational Biology and Biomedicine","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:7758676","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7758676","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ACM BCB","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:7758676","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7758676","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ACM BCB","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1972498024","https://openalex.org/W2005648405","https://openalex.org/W2008170190","https://openalex.org/W2095491050","https://openalex.org/W2111061782","https://openalex.org/W2115971978","https://openalex.org/W2122659185","https://openalex.org/W2141724543","https://openalex.org/W2310177520","https://openalex.org/W2343480284","https://openalex.org/W2354785768","https://openalex.org/W2569531558","https://openalex.org/W2618530766","https://openalex.org/W2738943346","https://openalex.org/W2765394911","https://openalex.org/W2769782531","https://openalex.org/W2782815868","https://openalex.org/W2790044384","https://openalex.org/W2791282053","https://openalex.org/W2884367318","https://openalex.org/W2884781986","https://openalex.org/W2901568162","https://openalex.org/W2949185485","https://openalex.org/W2951236964","https://openalex.org/W2964266449","https://openalex.org/W2966020520","https://openalex.org/W2966839013","https://openalex.org/W2980408648","https://openalex.org/W2985951380","https://openalex.org/W2986837607","https://openalex.org/W3015459784"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3133861977","https://openalex.org/W2951211570","https://openalex.org/W3103566983","https://openalex.org/W3029198973"],"abstract_inverted_index":{"Deep":[0],"learning":[1,17,43],"has":[2],"shown":[3],"a":[4,51,72,112],"great":[5],"promise":[6],"in":[7,16,41,164,182],"classifying":[8],"brain":[9,93,122],"disorders":[10,94],"due":[11],"to":[12,32,80,127,193],"its":[13],"powerful":[14],"ability":[15],"optimal":[18],"features":[19,196],"by":[20],"nonlinear":[21],"transformation.":[22],"However,":[23],"given":[24],"the":[25,77,82,137,166,172,198],"high-dimension":[26],"property":[27],"of":[28,66,144,200],"neuroimaging":[29,39],"data,":[30],"how":[31],"jointly":[33],"exploit":[34],"complementary":[35],"information":[36],"from":[37,99],"multimodal":[38,195],"data":[40,98],"deep":[42],"is":[44],"difficult.":[45],"In":[46],"this":[47],"paper,":[48],"we":[49,70,89],"propose":[50],"novel":[52],"multilevel":[53],"convolutional":[54],"neural":[55],"network":[56,119],"(CNN)":[57],"fusion":[58,134],"method":[59,135,148,188],"that":[60,171],"can":[61],"effectively":[62],"combine":[63],"different":[64,201],"types":[65],"neuroimage-derived":[67],"features.":[68,130],"Importantly,":[69],"incorporate":[71],"sequential":[73],"feature":[74,83],"selection":[75],"into":[76],"CNN":[78,138],"model":[79,139],"increase":[81],"interpretability.":[84],"To":[85],"evaluate":[86],"our":[87,133,147,187],"method,":[88],"classified":[90],"two":[91,167],"symptom-related":[92],"using":[95,140],"large-sample":[96],"multi-site":[97],"335":[100],"schizophrenia":[101],"(SZ)":[102],"patients":[103,110],"and":[104,121,157,177,203],"380":[105],"autism":[106],"spectrum":[107],"disorder":[108],"(ASD)":[109],"within":[111],"cross-validation":[113],"procedure.":[114],"Brain":[115],"functional":[116,118],"networks,":[117],"connectivity,":[120],"structural":[123],"morphology":[124],"were":[125],"employed":[126],"provide":[128],"possible":[129],"As":[131],"expected,":[132],"outperformed":[136],"only":[141],"single":[142],"type":[143],"features,":[145],"as":[146],"yielded":[149],"higher":[150],"classification":[151],"accuracy":[152,155],"(with":[153],"mean":[154],">85%)":[156],"was":[158],"more":[159,181],"reliable":[160],"across":[161],"multiple":[162],"runs":[163],"differentiating":[165],"groups.":[168],"We":[169],"found":[170],"default":[173],"mode,":[174],"cognitive":[175],"control,":[176],"subcortical":[178],"regions":[179],"contributed":[180],"their":[183],"distinction.":[184],"Taken":[185],"together,":[186],"provides":[189],"an":[190],"effective":[191],"means":[192],"fuse":[194],"for":[197],"diagnosis":[199],"psychiatric":[202],"neurological":[204],"disorders.":[205]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":4}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2020-11-23T00:00:00"}
