{"id":"https://openalex.org/W4401750554","doi":"https://doi.org/10.1109/isbi56570.2024.10635628","title":"Parkinson's Disease Diagnosis with Sparse Learning of Multi-Modal Adaptive Similarity","display_name":"Parkinson's Disease Diagnosis with Sparse Learning of Multi-Modal Adaptive Similarity","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4401750554","doi":"https://doi.org/10.1109/isbi56570.2024.10635628"},"language":"en","primary_location":{"id":"doi:10.1109/isbi56570.2024.10635628","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi56570.2024.10635628","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100393880","display_name":"Jianqiang Li","orcid":"https://orcid.org/0000-0003-1995-9249"},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianqiang Li","raw_affiliation_strings":["Hubei University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hubei University of Technology","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063925266","display_name":"Jiatao Yang","orcid":"https://orcid.org/0009-0008-6449-8297"},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiatao Yang","raw_affiliation_strings":["Hubei University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hubei University of Technology","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060997415","display_name":"Haitao Gan","orcid":"https://orcid.org/0000-0002-6103-1797"},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haitao Gan","raw_affiliation_strings":["Hubei University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hubei University of Technology","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101687078","display_name":"Zhongwei Huang","orcid":"https://orcid.org/0000-0002-9983-8377"},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongwei Huang","raw_affiliation_strings":["Hubei University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hubei University of Technology","institution_ids":["https://openalex.org/I74525822"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I74525822"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10919","display_name":"Neurological disorders and treatments","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10863","display_name":"Voice and Speech Disorders","score":0.972599983215332,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/modal","display_name":"Modal","score":0.7256425619125366},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6239400506019592},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.6051463484764099},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6000750660896301},{"id":"https://openalex.org/keywords/dictionary-learning","display_name":"Dictionary learning","score":0.49877500534057617},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.4304009974002838},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4052216410636902},{"id":"https://openalex.org/keywords/sparse-approximation","display_name":"Sparse approximation","score":0.21978655457496643},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.17564254999160767},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.07463914155960083},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.05591323971748352}],"concepts":[{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.7256425619125366},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6239400506019592},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.6051463484764099},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6000750660896301},{"id":"https://openalex.org/C2988886741","wikidata":"https://www.wikidata.org/wiki/Q25304494","display_name":"Dictionary learning","level":3,"score":0.49877500534057617},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4304009974002838},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4052216410636902},{"id":"https://openalex.org/C124066611","wikidata":"https://www.wikidata.org/wiki/Q28684319","display_name":"Sparse approximation","level":2,"score":0.21978655457496643},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.17564254999160767},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.07463914155960083},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.05591323971748352},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi56570.2024.10635628","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi56570.2024.10635628","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321604","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342"},{"id":"https://openalex.org/F4320322186","display_name":"Natural Science Foundation of Hubei Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1804722508","https://openalex.org/W1988494453","https://openalex.org/W2000292092","https://openalex.org/W2132888467","https://openalex.org/W2150270875","https://openalex.org/W2191179271","https://openalex.org/W2337220348","https://openalex.org/W2422268042","https://openalex.org/W2595938919","https://openalex.org/W2890970769","https://openalex.org/W2922073769","https://openalex.org/W2937543516","https://openalex.org/W2944229063","https://openalex.org/W3127072919","https://openalex.org/W3128960514","https://openalex.org/W3133566102","https://openalex.org/W4200275335","https://openalex.org/W4211123396","https://openalex.org/W4212903090","https://openalex.org/W4212973504"],"related_works":["https://openalex.org/W2375480909","https://openalex.org/W2379392295","https://openalex.org/W3160965418","https://openalex.org/W2353314428","https://openalex.org/W613940353","https://openalex.org/W2320915480","https://openalex.org/W2012019886","https://openalex.org/W2166090428","https://openalex.org/W2381021552","https://openalex.org/W2362990116"],"abstract_inverted_index":{"Parkinson's":[0,84],"disease":[1],"(PD)":[2],"is":[3,12],"a":[4,21,125],"common":[5],"neurodegenerative":[6],"disorder":[7],"where":[8],"early":[9,34,120],"clinical":[10,104],"diagnosis":[11,121],"critical":[13],"for":[14,33,52],"patients.":[15],"In":[16],"this":[17],"study,":[18],"we":[19,57,78],"introduce":[20],"new":[22],"adaptive":[23,53,109],"sparse":[24,110],"learning":[25,41,111],"method":[26,97,112],"that":[27,94],"integrates":[28],"multimodal":[29],"data":[30],"and":[31,42,103,132],"labeling":[32],"PD":[35,135],"diagnosis.":[36],"We":[37],"carry":[38],"out":[39],"similarity":[40,61],"feature":[43],"selection":[44],"from":[45],"different":[46],"modalities":[47],"while":[48],"using":[49],"the":[50,60,73,83,95,114,119,130],"l2,pspecification":[51],"sparsity":[54],"control.":[55],"Also,":[56],"dynamically":[58],"learn":[59],"between":[62],"features":[63],"to":[64,116,118,128],"find":[65],"more":[66],"effective":[67],"information":[68],"in":[69,101],"features.":[70],"To":[71],"validate":[72],"effectiveness":[74],"of":[75,122,134],"our":[76],"method,":[77],"conducted":[79],"extensive":[80],"experiments":[81],"on":[82],"Progression":[85],"Markers":[86],"Initiative":[87],"(PPMI)":[88],"database.":[89],"The":[90,107],"experimental":[91],"results":[92],"demonstrate":[93],"proposed":[96,108],"outperforms":[98],"other":[99],"methods":[100],"classification":[102],"score":[105],"regression.":[106],"has":[113],"potential":[115],"contribute":[117],"PD,":[123],"providing":[124],"promising":[126],"path":[127],"improve":[129],"accuracy":[131],"reliability":[133],"detection.":[136]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
