{"id":"https://openalex.org/W4412021259","doi":"https://doi.org/10.1109/cbms65348.2025.00089","title":"Augmented Speech Generalization in Parkinson's Disease Detection","display_name":"Augmented Speech Generalization in Parkinson's Disease Detection","publication_year":2025,"publication_date":"2025-06-18","ids":{"openalex":"https://openalex.org/W4412021259","doi":"https://doi.org/10.1109/cbms65348.2025.00089"},"language":"en","primary_location":{"id":"doi:10.1109/cbms65348.2025.00089","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms65348.2025.00089","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 38th International Symposium on Computer-Based Medical Systems (CBMS)","raw_type":"proceedings-article"},"type":"article","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/A5002961939","display_name":"M\u00e1t\u00e9 Hire\u0161","orcid":"https://orcid.org/0000-0003-3475-337X"},"institutions":[{"id":"https://openalex.org/I183764125","display_name":"Technical University of Ko\u0161ice","ror":"https://ror.org/05xm08015","country_code":"SK","type":"education","lineage":["https://openalex.org/I183764125"]}],"countries":["SK"],"is_corresponding":true,"raw_author_name":"M\u00e1t\u00e9 Hire\u0161","raw_affiliation_strings":["Technical university of Ko&#x0161;ice,Department of Computers and Informatics,Ko&#x0161;ice,Slovakia"],"affiliations":[{"raw_affiliation_string":"Technical university of Ko&#x0161;ice,Department of Computers and Informatics,Ko&#x0161;ice,Slovakia","institution_ids":["https://openalex.org/I183764125"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075926177","display_name":"Peter Drot\u00e1r","orcid":"https://orcid.org/0000-0002-6634-4696"},"institutions":[{"id":"https://openalex.org/I183764125","display_name":"Technical University of Ko\u0161ice","ror":"https://ror.org/05xm08015","country_code":"SK","type":"education","lineage":["https://openalex.org/I183764125"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Peter Drotar","raw_affiliation_strings":["Technical university of Ko&#x0161;ice,Department of Computers and Informatics,Ko&#x0161;ice,Slovakia"],"affiliations":[{"raw_affiliation_string":"Technical university of Ko&#x0161;ice,Department of Computers and Informatics,Ko&#x0161;ice,Slovakia","institution_ids":["https://openalex.org/I183764125"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5002961939"],"corresponding_institution_ids":["https://openalex.org/I183764125"],"apc_list":null,"apc_paid":null,"fwci":1.1669,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.79599219,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"411","last_page":"414"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9901000261306763,"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"}},"topics":[{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9901000261306763,"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"}},{"id":"https://openalex.org/T10919","display_name":"Neurological disorders and treatments","score":0.9210000038146973,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6570853590965271},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6254541873931885},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5213545560836792},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37983453273773193},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.35399961471557617},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11594516038894653}],"concepts":[{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6570853590965271},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6254541873931885},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5213545560836792},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37983453273773193},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.35399961471557617},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11594516038894653},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cbms65348.2025.00089","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms65348.2025.00089","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 38th International Symposium on Computer-Based Medical Systems (CBMS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7563439864","display_name":null,"funder_award_id":"APVV-23-0411","funder_id":"https://openalex.org/F4320323251","funder_display_name":"Agent\u00fara na Podporu V\u00fdskumu a V\u00fdvoja"}],"funders":[{"id":"https://openalex.org/F4320323251","display_name":"Agent\u00fara na Podporu V\u00fdskumu a V\u00fdvoja","ror":"https://ror.org/037nx0e70"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1968573968","https://openalex.org/W2767111132","https://openalex.org/W2810419333","https://openalex.org/W2896464508","https://openalex.org/W2905125405","https://openalex.org/W2913575235","https://openalex.org/W2981675185","https://openalex.org/W3047263147","https://openalex.org/W3082046461","https://openalex.org/W3133542152","https://openalex.org/W3134127288","https://openalex.org/W3211805594","https://openalex.org/W4206481149","https://openalex.org/W4281565235","https://openalex.org/W4296194840","https://openalex.org/W4313532669","https://openalex.org/W4327713864","https://openalex.org/W4386058740","https://openalex.org/W4387165835","https://openalex.org/W4389038561","https://openalex.org/W4391554386","https://openalex.org/W6691422759","https://openalex.org/W6751795773"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W3162204513","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W3204019825"],"abstract_inverted_index":{"This":[0],"work":[1],"investigates":[2],"the":[3,10,32,63,77,85,95,99,106,112],"impact":[4],"of":[5,13,114],"automatic":[6],"data":[7],"augmentation":[8,74,82,115],"on":[9,16,37],"generalization":[11,78],"performance":[12],"CNN":[14,43],"models":[15],"speech-based":[17,120],"Parkinson's":[18],"disease":[19],"classification.":[20,122],"We":[21,39],"propose":[22],"a":[23,41,45],"method":[24],"that":[25,73],"sequentially":[26],"applies":[27],"12":[28],"voice-specific":[29],"augmentations,":[30],"selecting":[31],"most":[33],"effective":[34],"one":[35],"based":[36],"performance.":[38],"use":[40],"pre-trained":[42],"as":[44,88,90],"feature":[46],"extractor.":[47],"To":[48],"assess":[49],"inter-dataset":[50],"generalization,":[51],"we":[52],"conduct":[53],"experiments":[54],"where":[55],"each":[56],"dataset":[57],"is":[58],"used":[59,66],"for":[60,67,119],"training":[61],"while":[62],"others":[64],"are":[65],"external":[68],"validation.":[69],"The":[70],"results":[71],"demonstrate":[72],"helps":[75],"reduce":[76],"gap,":[79],"with":[80],"specific":[81],"strategies":[83],"enhancing":[84],"accuracy":[86],"by":[87],"much":[89],"25":[91],"%":[92],"compared":[93],"to":[94,105],"baseline":[96],"setup.":[97],"Despite":[98],"increase":[100],"in":[101,116],"computational":[102],"complexity":[103],"due":[104],"proposed":[107],"method,":[108],"this":[109],"study":[110],"reinforces":[111],"importance":[113],"domain":[117],"adaptation":[118],"PD":[121]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
