{"id":"https://openalex.org/W4406786202","doi":"https://doi.org/10.2139/ssrn.5106929","title":"A Comparative Study of Machine Learning Techniques in Parkinson\u2019s disease Detection","display_name":"A Comparative Study of Machine Learning Techniques in Parkinson\u2019s disease Detection","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406786202","doi":"https://doi.org/10.2139/ssrn.5106929"},"language":"en","primary_location":{"id":"doi:10.2139/ssrn.5106929","doi":"https://doi.org/10.2139/ssrn.5106929","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.5106929","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.2139/ssrn.5106929","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116016916","display_name":"T. Kavya Persis","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I885392262","display_name":"GITAM University","ror":"https://ror.org/0440p1d37","country_code":"IN","type":"education","lineage":["https://openalex.org/I885392262"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"T. Kavya Persis","raw_affiliation_strings":["GITAM","GITAM, Andhra Pradesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"GITAM","institution_ids":["https://openalex.org/I885392262"]},{"raw_affiliation_string":"GITAM, Andhra Pradesh","institution_ids":["https://openalex.org/I885392262"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075496977","display_name":"Gorli L. Aruna Kumari","orcid":"https://orcid.org/0000-0002-8856-5465","observed_orcids":["https://orcid.org/0000-0002-8856-5465"]},"institutions":[{"id":"https://openalex.org/I885392262","display_name":"GITAM University","ror":"https://ror.org/0440p1d37","country_code":"IN","type":"education","lineage":["https://openalex.org/I885392262"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Gorli  L. Aruna Kumari","raw_affiliation_strings":["Gandhi Institute of Technology and Management","Gandhi Institute of Technology and Management, GSPT, GITAM Deemed to be Un, Rushikonda, VISAKHAPATNAM, 530045, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gandhi Institute of Technology and Management","institution_ids":["https://openalex.org/I885392262"]},{"raw_affiliation_string":"Gandhi Institute of Technology and Management, GSPT, GITAM Deemed to be Un, Rushikonda, VISAKHAPATNAM, 530045, India","institution_ids":["https://openalex.org/I885392262"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5116016917","display_name":"T. Jyothirmai","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I885392262","display_name":"GITAM University","ror":"https://ror.org/0440p1d37","country_code":"IN","type":"education","lineage":["https://openalex.org/I885392262"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"T. Jyothirmai","raw_affiliation_strings":["GITAM","GITAM, Andhra Pradesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"GITAM","institution_ids":["https://openalex.org/I885392262"]},{"raw_affiliation_string":"GITAM, Andhra Pradesh","institution_ids":["https://openalex.org/I885392262"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5116016916"],"corresponding_institution_ids":["https://openalex.org/I885392262"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.7465999722480774,"subfield":{"id":"https://openalex.org/subfields/3616","display_name":"Speech and Hearing"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.7465999722480774,"subfield":{"id":"https://openalex.org/subfields/3616","display_name":"Speech and Hearing"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.23839999735355377,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.002400000113993883,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/parkinson-s-disease","display_name":"Parkinson's disease","score":0.8569999933242798},{"id":"https://openalex.org/keywords/speech-analysis","display_name":"speech analysis","score":0.5860000252723694},{"id":"https://openalex.org/keywords/speech-biomarkers","display_name":"speech biomarkers","score":0.49399998784065247},{"id":"https://openalex.org/keywords/automated-disease-detection","display_name":"automated disease detection","score":0.5950000286102295},{"id":"https://openalex.org/keywords/xgboost","display_name":"XGBoost","score":0.8920000195503235},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"ensemble learning","score":0.6790000200271606},{"id":"https://openalex.org/keywords/pearson-correlation-feature-selection","display_name":"Pearson correlation feature selection","score":0.8960000276565552},{"id":"https://openalex.org/keywords/tremor","display_name":"tremor","score":0.6779999732971191},{"id":"https://openalex.org/keywords/low-cost-diagnostic-device","display_name":"low-cost diagnostic device","score":0.7110000252723694}],"concepts":[{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.6658545732498169},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4849088788032532},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.47110655903816223},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45505836606025696},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4485449194908142},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.30959847569465637},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.07621604204177856}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2139/ssrn.5106929","doi":"https://doi.org/10.2139/ssrn.5106929","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.5106929","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.2139/ssrn.5106929","doi":"https://doi.org/10.2139/ssrn.5106929","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.5106929","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"sustainable_development_goals":[{"score":0.9537000060081482,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7123636694","https://openalex.org/W4409538564","https://openalex.org/W4403864515","https://openalex.org/W4385574784","https://openalex.org/W7116971093","https://openalex.org/W4293428357","https://openalex.org/W6888826051","https://openalex.org/W4408181615","https://openalex.org/W4380898509","https://openalex.org/W4392408925"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2025-01-25T00:00:00"}