{"id":"https://openalex.org/W4402674147","doi":"https://doi.org/10.1109/tmi.2024.3464861","title":"Enhanced Multimodal Low-Rank Embedding-Based Feature Selection Model for Multimodal Alzheimer\u2019s Disease Diagnosis","display_name":"Enhanced Multimodal Low-Rank Embedding-Based Feature Selection Model for Multimodal Alzheimer\u2019s Disease Diagnosis","publication_year":2024,"publication_date":"2024-09-20","ids":{"openalex":"https://openalex.org/W4402674147","doi":"https://doi.org/10.1109/tmi.2024.3464861","pmid":"https://pubmed.ncbi.nlm.nih.gov/39302791"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2024.3464861","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2024.3464861","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Transactions on Medical Imaging","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/A5100708691","display_name":"Zhi Chen","orcid":"https://orcid.org/0000-0002-5159-1280"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhi Chen","raw_affiliation_strings":["Knowledge and Data Engineering Laboratory of Chinese Medicine, School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","School of Information and Software Engineering, Knowledge and Data Engineering Laboratory of Chinese Medicine, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Knowledge and Data Engineering Laboratory of Chinese Medicine, School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Information and Software Engineering, Knowledge and Data Engineering Laboratory of Chinese Medicine, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009444945","display_name":"Yongguo Liu","orcid":"https://orcid.org/0000-0002-4906-7025"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongguo Liu","raw_affiliation_strings":["Knowledge and Data Engineering Laboratory of Chinese Medicine, School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","School of Information and Software Engineering, Knowledge and Data Engineering Laboratory of Chinese Medicine, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Knowledge and Data Engineering Laboratory of Chinese Medicine, School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Information and Software Engineering, Knowledge and Data Engineering Laboratory of Chinese Medicine, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100356779","display_name":"Yun Zhang","orcid":"https://orcid.org/0000-0001-8716-4179"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Zhang","raw_affiliation_strings":["Knowledge and Data Engineering Laboratory of Chinese Medicine, School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","School of Information and Software Engineering, Knowledge and Data Engineering Laboratory of Chinese Medicine, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Knowledge and Data Engineering Laboratory of Chinese Medicine, School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Information and Software Engineering, Knowledge and Data Engineering Laboratory of Chinese Medicine, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087924644","display_name":"Jiajing Zhu","orcid":"https://orcid.org/0000-0002-5916-3141"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiajing Zhu","raw_affiliation_strings":["Knowledge and Data Engineering Laboratory of Chinese Medicine, School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","School of Information and Software Engineering, Knowledge and Data Engineering Laboratory of Chinese Medicine, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Knowledge and Data Engineering Laboratory of Chinese Medicine, School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Information and Software Engineering, Knowledge and Data Engineering Laboratory of Chinese Medicine, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076593274","display_name":"Qiaoqin Li","orcid":"https://orcid.org/0000-0001-9225-307X"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiaoqin Li","raw_affiliation_strings":["Knowledge and Data Engineering Laboratory of Chinese Medicine, School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","School of Information and Software Engineering, Knowledge and Data Engineering Laboratory of Chinese Medicine, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Knowledge and Data Engineering Laboratory of Chinese Medicine, School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Information and Software Engineering, Knowledge and Data Engineering Laboratory of Chinese Medicine, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080738591","display_name":"Xindong Wu","orcid":"https://orcid.org/0000-0003-2396-1704"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]},{"id":"https://openalex.org/I4401726980","display_name":"Mininglamp (China)","ror":"https://ror.org/04tb90x61","country_code":"CN","type":"company","lineage":["https://openalex.org/I4401726980"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xindong Wu","raw_affiliation_strings":["Key Laboratory of Knowledge Engineering with Big Data, the Ministry of Education of China, Hefei University of Technology, Hefei, China","Mininglamp Academy of Sciences, Mininglamp Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Knowledge Engineering with Big Data, the Ministry of Education of China, Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I16365422"]},{"raw_affiliation_string":"Mininglamp Academy of Sciences, Mininglamp Technology, Beijing, China","institution_ids":["https://openalex.org/I4401726980"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100708691"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":null,"apc_paid":null,"fwci":2.1556,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.87761415,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"44","issue":"2","first_page":"815","last_page":"827"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9384999871253967,"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":0.9384999871253967,"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/multimodal-therapy","display_name":"Multimodal therapy","score":0.6728941202163696},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6335628032684326},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6261672377586365},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6131863594055176},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.5398338437080383},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.530424177646637},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5278213620185852},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.5143378973007202},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4893209636211395},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.4317765235900879},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.41866815090179443},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33305269479751587},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2047184705734253},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16188618540763855},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.07399535179138184}],"concepts":[{"id":"https://openalex.org/C4441509","wikidata":"https://www.wikidata.org/wiki/Q6418787","display_name":"Multimodal therapy","level":2,"score":0.6728941202163696},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6335628032684326},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6261672377586365},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6131863594055176},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.5398338437080383},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.530424177646637},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5278213620185852},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.5143378973007202},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4893209636211395},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4317765235900879},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.41866815090179443},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33305269479751587},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2047184705734253},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16188618540763855},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.07399535179138184},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","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":"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":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"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},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D064847","descriptor_name":"Multimodal Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D064847","descriptor_name":"Multimodal Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D064847","descriptor_name":"Multimodal Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D064847","descriptor_name":"Multimodal Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2024.3464861","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2024.3464861","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Transactions on Medical Imaging","raw_type":"journal-article"},{"id":"pmid:39302791","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39302791","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 transactions on medical imaging","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4112274430","display_name":null,"funder_award_id":"2024T170105","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G57578482","display_name":null,"funder_award_id":"62202084","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7227628734","display_name":null,"funder_award_id":"62402092","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8566467646","display_name":null,"funder_award_id":"82374559","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8635941088","display_name":null,"funder_award_id":"2021M690028","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G8769750977","display_name":null,"funder_award_id":"2024-YF05-02540-SN","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/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W951890108","https://openalex.org/W1964793333","https://openalex.org/W1965125844","https://openalex.org/W1997201895","https://openalex.org/W2005972070","https://openalex.org/W2028781966","https://openalex.org/W2038003677","https://openalex.org/W2096178982","https://openalex.org/W2130281489","https://openalex.org/W2133703021","https://openalex.org/W2148046162","https://openalex.org/W2154758450","https://openalex.org/W2167357910","https://openalex.org/W2175191116","https://openalex.org/W2213860215","https://openalex.org/W2286206973","https://openalex.org/W2574356929","https://openalex.org/W2594937598","https://openalex.org/W2608501919","https://openalex.org/W2784313390","https://openalex.org/W2886445457","https://openalex.org/W2922832567","https://openalex.org/W2942489367","https://openalex.org/W2976163884","https://openalex.org/W2991909137","https://openalex.org/W2995495466","https://openalex.org/W2998710796","https://openalex.org/W3011794785","https://openalex.org/W3093116876","https://openalex.org/W3093296731","https://openalex.org/W3095709006","https://openalex.org/W3134105939","https://openalex.org/W3138206198","https://openalex.org/W3215095899","https://openalex.org/W4205119513","https://openalex.org/W4210493947","https://openalex.org/W4211021745","https://openalex.org/W4211135065","https://openalex.org/W4238911127","https://openalex.org/W4249565903","https://openalex.org/W4281788067","https://openalex.org/W4292363360","https://openalex.org/W4399522030","https://openalex.org/W6688334558","https://openalex.org/W6758532572"],"related_works":["https://openalex.org/W2081900870","https://openalex.org/W2345479200","https://openalex.org/W2183306018","https://openalex.org/W2849310602","https://openalex.org/W3006008237","https://openalex.org/W2419146053","https://openalex.org/W4388890789","https://openalex.org/W2088247287","https://openalex.org/W2963903416","https://openalex.org/W4313153715"],"abstract_inverted_index":{"Identification":[0],"of":[1,17,58,130,154,191,204,217],"Alzheimer's":[2,209],"disease":[3],"(AD)":[4],"with":[5],"multimodal":[6,25,49],"neuroimaging":[7],"data":[8],"has":[9],"been":[10],"receiving":[11],"increasing":[12],"attention.":[13],"However,":[14],"the":[15,59,100,115,120,126,133,152,155,188,195,208,215,218],"presence":[16],"numerous":[18],"redundant":[19],"features":[20,76,219],"and":[21,73],"corrupted":[22,123],"neuroimages":[23],"within":[24],"datasets":[26,213],"poses":[27],"significant":[28],"challenges":[29],"for":[30,48,78,99,175],"existing":[31],"methods.":[32],"In":[33],"this":[34],"paper,":[35],"we":[36,170,186],"propose":[37],"a":[38,96,108,172],"feature":[39],"selection":[40],"method":[41],"named":[42],"Enhanced":[43],"Multimodal":[44],"Low-rank":[45],"Embedding":[46],"(EMLE)":[47],"AD":[50],"diagnosis.":[51],"Unlike":[52],"previous":[53],"methods":[54],"utilizing":[55],"convex":[56,105],"relaxations":[57],"-norm,":[60,82,147],"EMLE":[61],"exploits":[62],"an":[63,70,84,140,164],"-norm":[64,101],"regularized":[65],"projection":[66],"matrix":[67,146],"to":[68,92,103,118,122,150,168,178,198],"obtain":[69],"embedding":[71,189],"representation":[72],"select":[74],"informative":[75],"jointly":[77],"each":[79],"modality.":[80],"The":[81,202],"employing":[83],"upper-bounded":[85],"nonconvex":[86],"Minimax":[87],"Concave":[88],"Penalty":[89],"(MCP)":[90],"function":[91,142],"characterize":[93],"sparsity,":[94],"offers":[95],"superior":[97],"approximation":[98,127],"compared":[102],"other":[104],"relaxations.":[106],"Next,":[107],"similarity":[109],"graph":[110,174],"is":[111,148],"learned":[112],"based":[113],"on":[114,207],"self-expressiveness":[116],"property":[117],"increase":[119],"robustness":[121],"data.":[124],"As":[125],"coefficient":[128],"vectors":[129],"samples":[131],"from":[132],"same":[134],"class":[135],"should":[136,162],"be":[137],"highly":[138],"correlated,":[139],"MCP":[141],"introduced":[143],"norm,":[144],"i.e.,":[145],"applied":[149],"constrain":[151],"rank":[153],"graph.":[156],"Furthermore,":[157],"recognizing":[158],"that":[159],"diverse":[160],"modalities":[161,177,193],"share":[163],"underlying":[165],"structure":[166],"related":[167],"AD,":[169],"establish":[171],"consensus":[173],"all":[176,192],"unveil":[179],"intrinsic":[180],"structures":[181],"across":[182],"multiple":[183],"modalities.":[184],"Finally,":[185],"fuse":[187],"representations":[190],"into":[194],"label":[196],"space":[197],"incorporate":[199],"supervisory":[200],"information.":[201],"results":[203],"extensive":[205],"experiments":[206],"Disease":[210],"Neuroimaging":[211],"Initiative":[212],"verify":[214],"discriminability":[216],"selected":[220],"by":[221],"EMLE.":[222]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":6}],"updated_date":"2026-04-15T08:11:43.952461","created_date":"2025-10-10T00:00:00"}