{"id":"https://openalex.org/W4388642403","doi":"https://doi.org/10.1109/jbhi.2023.3332419","title":"A Siamese-Transport Domain Adaptation Framework for 3D MRI Classification of Gliomas and Alzheimer's Diseases","display_name":"A Siamese-Transport Domain Adaptation Framework for 3D MRI Classification of Gliomas and Alzheimer's Diseases","publication_year":2023,"publication_date":"2023-11-13","ids":{"openalex":"https://openalex.org/W4388642403","doi":"https://doi.org/10.1109/jbhi.2023.3332419","pmid":"https://pubmed.ncbi.nlm.nih.gov/37955996"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2023.3332419","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3332419","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","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/A5062965939","display_name":"Luyue Yu","orcid":"https://orcid.org/0009-0005-2635-7897"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I4210164150","display_name":"Shanghai Center for Brain Science and Brain-Inspired Technology","ror":"https://ror.org/0551a0y31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210164150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Luyue Yu","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, China","Institute of Brain and Brain-Inspired Science, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0009-0005-2635-7897","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Institute of Brain and Brain-Inspired Science, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I4210164150","https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100763011","display_name":"Ju Liu","orcid":"https://orcid.org/0000-0003-3160-9233"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I4210164150","display_name":"Shanghai Center for Brain Science and Brain-Inspired Technology","ror":"https://ror.org/0551a0y31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210164150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ju Liu","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, China","Institute of Brain and Brain-Inspired Science, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0003-3160-9233","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Institute of Brain and Brain-Inspired Science, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I4210164150","https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100694041","display_name":"Qiang Wu","orcid":"https://orcid.org/0000-0002-6362-5169"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I4210164150","display_name":"Shanghai Center for Brain Science and Brain-Inspired Technology","ror":"https://ror.org/0551a0y31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210164150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Wu","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, China","Institute of Brain and Brain-Inspired Science, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-6362-5169","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Institute of Brain and Brain-Inspired Science, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I4210164150","https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100378393","display_name":"Jing Wang","orcid":"https://orcid.org/0000-0001-8929-142X"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I4210164150","display_name":"Shanghai Center for Brain Science and Brain-Inspired Technology","ror":"https://ror.org/0551a0y31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210164150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Wang","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, China","Institute of Brain and Brain-Inspired Science, Shandong University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Institute of Brain and Brain-Inspired Science, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I4210164150","https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067597985","display_name":"Aixi Qu","orcid":"https://orcid.org/0009-0001-6270-4623"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I4210164150","display_name":"Shanghai Center for Brain Science and Brain-Inspired Technology","ror":"https://ror.org/0551a0y31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210164150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Aixi Qu","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, China","Institute of Brain and Brain-Inspired Science, Shandong University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Institute of Brain and Brain-Inspired Science, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I4210164150","https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.2868,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.88803889,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"28","issue":"1","first_page":"391","last_page":"402"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.992900013923645,"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"}},"topics":[{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.992900013923645,"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"}},{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9876999855041504,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9861000180244446,"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/computer-science","display_name":"Computer science","score":0.5783916711807251},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.5256807804107666},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4688110649585724},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.4554145336151123},{"id":"https://openalex.org/keywords/glioma","display_name":"Glioma","score":0.423892080783844},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.41927802562713623},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3984304666519165},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.2871735990047455},{"id":"https://openalex.org/keywords/cancer-research","display_name":"Cancer research","score":0.0745609700679779}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5783916711807251},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.5256807804107666},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4688110649585724},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.4554145336151123},{"id":"https://openalex.org/C2778227246","wikidata":"https://www.wikidata.org/wiki/Q1365309","display_name":"Glioma","level":2,"score":0.423892080783844},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.41927802562713623},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3984304666519165},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.2871735990047455},{"id":"https://openalex.org/C502942594","wikidata":"https://www.wikidata.org/wiki/Q3421914","display_name":"Cancer research","level":1,"score":0.0745609700679779},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","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":"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":"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","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":"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}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2023.3332419","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3332419","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:37955996","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37955996","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 journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G544695523","display_name":null,"funder_award_id":"ZR2021MF056","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W155481447","https://openalex.org/W385466589","https://openalex.org/W1565327149","https://openalex.org/W1641498739","https://openalex.org/W1974314988","https://openalex.org/W2001477615","https://openalex.org/W2060300932","https://openalex.org/W2082886608","https://openalex.org/W2125865219","https://openalex.org/W2138621090","https://openalex.org/W2150534249","https://openalex.org/W2171590421","https://openalex.org/W2171723438","https://openalex.org/W2263206910","https://openalex.org/W2502884210","https://openalex.org/W2593768305","https://openalex.org/W2625430291","https://openalex.org/W2767016695","https://openalex.org/W2791655542","https://openalex.org/W2803793592","https://openalex.org/W2807841289","https://openalex.org/W2889050087","https://openalex.org/W2894511130","https://openalex.org/W2897188827","https://openalex.org/W2900298334","https://openalex.org/W2905017682","https://openalex.org/W2929753309","https://openalex.org/W2948346016","https://openalex.org/W2963693396","https://openalex.org/W2963809521","https://openalex.org/W2964288524","https://openalex.org/W2974888503","https://openalex.org/W2995750307","https://openalex.org/W3004205097","https://openalex.org/W3013109207","https://openalex.org/W3015201124","https://openalex.org/W3019052460","https://openalex.org/W3021632667","https://openalex.org/W3035524453","https://openalex.org/W3035576098","https://openalex.org/W3035738486","https://openalex.org/W3039156183","https://openalex.org/W3040617750","https://openalex.org/W3041133507","https://openalex.org/W3044971416","https://openalex.org/W3082003320","https://openalex.org/W3089697059","https://openalex.org/W3097501873","https://openalex.org/W3103787556","https://openalex.org/W3119705698","https://openalex.org/W3171007011","https://openalex.org/W3196850540","https://openalex.org/W4210972068","https://openalex.org/W4220720195","https://openalex.org/W4226434406","https://openalex.org/W4312383049","https://openalex.org/W6633949838","https://openalex.org/W6639480849","https://openalex.org/W6683633756","https://openalex.org/W6713955831","https://openalex.org/W6755891590","https://openalex.org/W6759517920","https://openalex.org/W6761274798","https://openalex.org/W6767287485","https://openalex.org/W6774314701","https://openalex.org/W6779326418","https://openalex.org/W6800440403"],"related_works":["https://openalex.org/W4389474468","https://openalex.org/W4300172004","https://openalex.org/W2955455867","https://openalex.org/W3203792196","https://openalex.org/W4321649381","https://openalex.org/W3180787869","https://openalex.org/W2997645659","https://openalex.org/W4295929828","https://openalex.org/W3156096827","https://openalex.org/W4287890001"],"abstract_inverted_index":{"Accurate":[0],"and":[1,7,61,84,97,103,117,125,140,154,182,185,215,224],"fully":[2],"automated":[3],"brain":[4,227],"structure":[5],"examination":[6],"prediction":[8],"from":[9,36,210],"3D":[10,122,207],"volumetric":[11],"magnetic":[12],"resonance":[13],"imaging":[14,22],"(MRI)":[15],"is":[16,50,204],"a":[17,105,112,155],"necessary":[18],"step":[19],"in":[20,28,99,160,168,219],"medical":[21],"analysis,":[23],"which":[24],"can":[25],"assist":[26],"greatly":[27],"clinical":[29,222],"diagnosis.":[30],"Traditional":[31],"deep":[32],"learning":[33,119,131],"models":[34],"suffer":[35],"severe":[37],"performance":[38,48,193],"degradation":[39,49],"when":[40],"applied":[41],"to":[42,164,212],"clinically":[43],"acquired":[44],"unlabeled":[45],"data.":[46],"The":[47,202],"mainly":[51],"caused":[52],"by":[53,142],"domain":[54,75,85,198],"discrepancy":[55],"such":[56],"as":[57],"different":[58,100,180],"device":[59],"types":[60],"parameter":[62],"settings":[63],"for":[64,120],"data":[65,209],"acquisition.":[66],"However,":[67],"existing":[68],"approaches":[69],"focus":[70],"on":[71,206],"the":[72,79,92,130,134,220],"reduction":[73],"of":[74,81,95,136,175,226],"discrepancies":[76],"but":[77],"ignore":[78],"entanglement":[80],"semantic":[82],"features":[83,137],"information.":[86],"In":[87],"this":[88],"article,":[89],"we":[90],"explore":[91],"feature":[93],"invariance":[94],"categories":[96,141],"domains":[98,139],"projection":[101],"spaces":[102,163],"propose":[104],"Siamese-Transport":[106],"Domain":[107],"Adaptation":[108],"(STDA)":[109],"method":[110,203],"using":[111],"joint":[113],"optimal":[114],"transport":[115,144],"theory":[116],"contrastive":[118],"automatic":[121],"MRI":[123,208],"classification":[124],"glioma":[126,211],"multi-grade":[127],"prediction.":[128],"Specifically,":[129],"framework":[132],"updates":[133],"distribution":[135],"across":[138],"Siamese":[143],"network":[145],"training":[146],"with":[147,179],"an":[148],"Optimal":[149],"Cost":[150],"Transfer":[151],"Strategy":[152],"(OCTS)":[153],"Mutual":[156],"Invariant":[157],"Constraint":[158],"(MIC)":[159],"two":[161],"projective":[162],"find":[165],"multiple":[166],"invariants":[167],"potential":[169],"heterogeneity.":[170],"We":[171],"design":[172],"three":[173],"sets":[174],"transfer":[176],"task":[177],"scenarios":[178],"source":[181],"target":[183],"domains,":[184],"demonstrate":[186],"that":[187],"STDA":[188],"yields":[189],"substantially":[190],"higher":[191],"generalization":[192],"than":[194],"other":[195],"state-of-the-art":[196],"unsupervised":[197],"adaptation":[199],"(UDA)":[200],"methods.":[201],"applicable":[205],"Alzheimer's":[213],"disease":[214],"has":[216],"promising":[217],"applications":[218],"future":[221],"diagnosis":[223],"treatment":[225],"diseases.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}