{"id":"https://openalex.org/W3124079586","doi":"https://doi.org/10.1109/tcbb.2021.3053181","title":"An Ensemble Hybrid Feature Selection Method for Neuropsychiatric Disorder Classification","display_name":"An Ensemble Hybrid Feature Selection Method for Neuropsychiatric Disorder Classification","publication_year":2021,"publication_date":"2021-01-20","ids":{"openalex":"https://openalex.org/W3124079586","doi":"https://doi.org/10.1109/tcbb.2021.3053181","mag":"3124079586","pmid":"https://pubmed.ncbi.nlm.nih.gov/33471766"},"language":"en","primary_location":{"id":"doi:10.1109/tcbb.2021.3053181","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcbb.2021.3053181","pdf_url":null,"source":{"id":"https://openalex.org/S36029991","display_name":"IEEE/ACM Transactions on Computational Biology and Bioinformatics","issn_l":"1545-5963","issn":["1545-5963","1557-9964","2374-0043"],"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/ACM Transactions on Computational Biology and Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5100396211","display_name":"Liangliang Liu","orcid":"https://orcid.org/0000-0002-3454-3535"},"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":"Liangliang Liu","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, P.R. China","[Computer Science, Central South University, Changsha, Hunan, China, (e-mail: liuliang_double@csu.edu.cn)]"],"raw_orcid":"https://orcid.org/0000-0002-3454-3535","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, P.R. China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"[Computer Science, Central South University, Changsha, Hunan, China, (e-mail: liuliang_double@csu.edu.cn)]","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101671433","display_name":"Shaojie Tang","orcid":"https://orcid.org/0000-0003-1323-6939"},"institutions":[{"id":"https://openalex.org/I4210136859","display_name":"Xi\u2019an University of Posts and Telecommunications","ror":"https://ror.org/04jn0td46","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaojie Tang","raw_affiliation_strings":["School of Automation, Xi'an University of Posts and Telecommunicaitons, Xi'an, P.R. China","[Xi'an University of Posts and Telecommunications, 117768 Xi'an, Shaanxi, China, (e-mail: tangshao-jie@xupt.edu.cn)]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation, Xi'an University of Posts and Telecommunicaitons, Xi'an, P.R. China","institution_ids":["https://openalex.org/I4210136859"]},{"raw_affiliation_string":"[Xi'an University of Posts and Telecommunications, 117768 Xi'an, Shaanxi, China, (e-mail: tangshao-jie@xupt.edu.cn)]","institution_ids":["https://openalex.org/I4210136859"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091157395","display_name":"Fang\u2010Xiang Wu","orcid":"https://orcid.org/0000-0002-4593-9332"},"institutions":[{"id":"https://openalex.org/I32625721","display_name":"University of Saskatchewan","ror":"https://ror.org/010x8gc63","country_code":"CA","type":"education","lineage":["https://openalex.org/I32625721"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Fang-Xiang Wu","raw_affiliation_strings":["Department of Mechanical Engineering and Division of Biomedical Engineering, University of Saskatchewan, Saskatoon, SK, Canada","[Department of Mechanical Engineering, University of Saskatchewan, Saskatoon, Saskatchewan Canada S7N 5A9 (e-mail: faw341@mail.usask.ca)]"],"raw_orcid":"https://orcid.org/0000-0002-4593-9332","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering and Division of Biomedical Engineering, University of Saskatchewan, Saskatoon, SK, Canada","institution_ids":["https://openalex.org/I32625721"]},{"raw_affiliation_string":"[Department of Mechanical Engineering, University of Saskatchewan, Saskatoon, Saskatchewan Canada S7N 5A9 (e-mail: faw341@mail.usask.ca)]","institution_ids":["https://openalex.org/I32625721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100339106","display_name":"Yu\u2010Ping Wang","orcid":"https://orcid.org/0000-0001-9340-5864"},"institutions":[{"id":"https://openalex.org/I114832834","display_name":"Tulane University","ror":"https://ror.org/04vmvtb21","country_code":"US","type":"education","lineage":["https://openalex.org/I114832834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yu-Ping Wang","raw_affiliation_strings":["Biomedical Engineering Department, Tulane University, New Orleans, LA, USA","[Tulane University, New Orleans, Louisiana, United States, (e-mail: wyp@tulane.edu)]"],"raw_orcid":"https://orcid.org/0000-0001-9340-5864","affiliations":[{"raw_affiliation_string":"Biomedical Engineering Department, Tulane University, New Orleans, LA, USA","institution_ids":["https://openalex.org/I114832834"]},{"raw_affiliation_string":"[Tulane University, New Orleans, Louisiana, United States, (e-mail: wyp@tulane.edu)]","institution_ids":["https://openalex.org/I114832834"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100438360","display_name":"Jianxin Wang","orcid":"https://orcid.org/0000-0003-1516-0480"},"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":"Jianxin Wang","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, P.R. China","[Computer Science, Central South University, ChangSha, Hunan China 410083 (e-mail: jxwang@mail.csu.edu.cn)]"],"raw_orcid":"https://orcid.org/0000-0003-1516-0480","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, P.R. China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"[Computer Science, Central South University, ChangSha, Hunan China 410083 (e-mail: jxwang@mail.csu.edu.cn)]","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2067,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.77572832,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"19","issue":"3","first_page":"1459","last_page":"1471"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9915000200271606,"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":0.9915000200271606,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.9503999948501587,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9329000115394592,"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/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6947647929191589},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6819779276847839},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6220125555992126},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6055152416229248},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5375447273254395},{"id":"https://openalex.org/keywords/phenomics","display_name":"Phenomics","score":0.443888783454895},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.43015575408935547},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.4226563572883606},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.12730544805526733},{"id":"https://openalex.org/keywords/genomics","display_name":"Genomics","score":0.08186033368110657},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.0648094117641449}],"concepts":[{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6947647929191589},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6819779276847839},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6220125555992126},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6055152416229248},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5375447273254395},{"id":"https://openalex.org/C98108635","wikidata":"https://www.wikidata.org/wiki/Q6497275","display_name":"Phenomics","level":5,"score":0.443888783454895},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.43015575408935547},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.4226563572883606},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.12730544805526733},{"id":"https://openalex.org/C189206191","wikidata":"https://www.wikidata.org/wiki/Q222046","display_name":"Genomics","level":4,"score":0.08186033368110657},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0648094117641449},{"id":"https://openalex.org/C141231307","wikidata":"https://www.wikidata.org/wiki/Q7020","display_name":"Genome","level":3,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001289","descriptor_name":"Attention Deficit Disorder with Hyperactivity","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001289","descriptor_name":"Attention Deficit Disorder with Hyperactivity","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001289","descriptor_name":"Attention Deficit Disorder with Hyperactivity","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001289","descriptor_name":"Attention Deficit Disorder with Hyperactivity","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D001289","descriptor_name":"Attention Deficit Disorder with Hyperactivity","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D001289","descriptor_name":"Attention Deficit Disorder with Hyperactivity","qualifier_ui":"Q000235","qualifier_name":"genetics","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":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000473","qualifier_name":"pathology","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":"D008279","descriptor_name":"Magnetic Resonance Imaging","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":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/tcbb.2021.3053181","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcbb.2021.3053181","pdf_url":null,"source":{"id":"https://openalex.org/S36029991","display_name":"IEEE/ACM Transactions on Computational Biology and Bioinformatics","issn_l":"1545-5963","issn":["1545-5963","1557-9964","2374-0043"],"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/ACM Transactions on Computational Biology and Bioinformatics","raw_type":"journal-article"},{"id":"pmid:33471766","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33471766","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/ACM transactions on computational biology and bioinformatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.550000011920929}],"awards":[{"id":"https://openalex.org/G4066238608","display_name":null,"funder_award_id":"B18059","funder_id":"https://openalex.org/F4320327912","funder_display_name":"Higher Education Discipline Innovation Project"},{"id":"https://openalex.org/G4997333434","display_name":null,"funder_award_id":"61877059","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5169014783","display_name":null,"funder_award_id":"2018JJ2084","funder_id":"https://openalex.org/F4320322843","funder_display_name":"Natural Science Foundation of\u00a0Hunan Province"},{"id":"https://openalex.org/G6199091500","display_name":null,"funder_award_id":"61802442","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321471","display_name":"Hunan Provincial Science and Technology Department","ror":"https://ror.org/04qgr7x96"},{"id":"https://openalex.org/F4320322843","display_name":"Natural Science Foundation of\u00a0Hunan Province","ror":null},{"id":"https://openalex.org/F4320327912","display_name":"Higher Education Discipline Innovation Project","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W1480376833","https://openalex.org/W1715858500","https://openalex.org/W1775813496","https://openalex.org/W1836465849","https://openalex.org/W1983364832","https://openalex.org/W2014418634","https://openalex.org/W2068575894","https://openalex.org/W2070493638","https://openalex.org/W2071324283","https://openalex.org/W2108844216","https://openalex.org/W2117140276","https://openalex.org/W2117340355","https://openalex.org/W2126598020","https://openalex.org/W2130371234","https://openalex.org/W2136145485","https://openalex.org/W2139101018","https://openalex.org/W2141200610","https://openalex.org/W2145703694","https://openalex.org/W2145796722","https://openalex.org/W2146089088","https://openalex.org/W2146196757","https://openalex.org/W2154690800","https://openalex.org/W2159993130","https://openalex.org/W2167528997","https://openalex.org/W2169657200","https://openalex.org/W2411759106","https://openalex.org/W2569531558","https://openalex.org/W2582180708","https://openalex.org/W2589105429","https://openalex.org/W2592929672","https://openalex.org/W2606546398","https://openalex.org/W2606665849","https://openalex.org/W2622827166","https://openalex.org/W2738940817","https://openalex.org/W2773967891","https://openalex.org/W2774489999","https://openalex.org/W2788910624","https://openalex.org/W2789337348","https://openalex.org/W2796057380","https://openalex.org/W2884271237","https://openalex.org/W2887749301","https://openalex.org/W2888511304","https://openalex.org/W2888848380","https://openalex.org/W2892218220","https://openalex.org/W2905035821","https://openalex.org/W2919115771","https://openalex.org/W2937085287","https://openalex.org/W2942522401","https://openalex.org/W2949980035","https://openalex.org/W2952766316","https://openalex.org/W2963446712","https://openalex.org/W2964191491","https://openalex.org/W2990257819","https://openalex.org/W2992779259","https://openalex.org/W3012174479","https://openalex.org/W3041361970","https://openalex.org/W3042519501","https://openalex.org/W3049320518","https://openalex.org/W4235413880","https://openalex.org/W4297957988","https://openalex.org/W6638667902"],"related_works":["https://openalex.org/W9402503","https://openalex.org/W13109368","https://openalex.org/W12820539","https://openalex.org/W10166270","https://openalex.org/W8317357","https://openalex.org/W8458896","https://openalex.org/W9860846","https://openalex.org/W10015831","https://openalex.org/W12783365","https://openalex.org/W4061672"],"abstract_inverted_index":{"Magnetic":[0],"resonance":[1],"imagings":[2],"(MRIs)":[3],"are":[4,65,110],"providing":[5],"increased":[6],"access":[7],"to":[8,31,67,191],"neuropsychiatric":[9,51,202],"disorders":[10,203],"that":[11,135],"can":[12,139,154],"be":[13],"made":[14],"available":[15],"for":[16,49,103],"advanced":[17],"data":[18,25],"analysis.":[19],"However,":[20],"the":[21,27,33,50,69,77,101,115,136,141,163,178,198,209],"single":[22],"type":[23],"of":[24,29,35,57,89,114,143,149,165,177,200],"limits":[26],"ability":[28],"psychiatrists":[30],"distinguish":[32],"subclasses":[34],"this":[36,39],"disease.":[37],"In":[38],"paper,":[40],"we":[41],"propose":[42],"an":[43],"ensemble":[44],"hybrid":[45,85,137,193],"features":[46,71,91,167,170,187,190,199],"selection":[47],"method":[48,55,97],"disorder":[52,124,127],"classification.":[53],"The":[54,84,95,146,175],"consists":[56],"a":[58,62],"3D":[59],"DenseNet":[60],"and":[61,76,92,129,151,157,168,204],"XGBoost,":[63],"which":[64],"used":[66],"select":[68],"image":[70,90,169,189],"from":[72,80],"structural":[73],"MRI":[74,180],"images":[75,181],"phenotypic":[78,81,93,166,186],"feature":[79,86,138],"records,":[82],"respectively.":[83,160],"is":[87,98,182],"composed":[88],"features.":[94,194],"proposed":[96],"validated":[99],"in":[100,171,208],"Consortium":[102],"Neuropsychiatric":[104],"Phenomics":[105],"(CNP)":[106],"dataset,":[107],"where":[108],"samples":[109],"classified":[111],"into":[112],"one":[113],"four":[116],"classes":[117],"(healthy":[118],"controls":[119],"(HC),":[120],"attention":[121],"deficit":[122],"hyperactivity":[123],"(ADHD),":[125],"bipolar":[126],"(BD),":[128],"schizophrenia":[130],"(SD)).":[131],"Experimental":[132],"results":[133],"show":[134],"improve":[140],"performance":[142],"classification":[144,153,173],"methods.":[145],"best":[147],"accuracy":[148],"binary":[150],"multi-class":[152],"reach":[155],"91.22":[156],"78.62":[158],"percent,":[159],"We":[161,195],"analyze":[162,205],"importance":[164,176],"different":[172],"tasks.":[174],"structure":[179],"highlighted":[183],"by":[184],"incorporating":[185],"with":[188],"generate":[192],"also":[196],"visualize":[197],"three":[201],"their":[206],"locations":[207],"brain":[210],"region.":[211]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3}],"updated_date":"2026-06-17T08:01:34.144755","created_date":"2025-10-10T00:00:00"}