{"id":"https://openalex.org/W4393406149","doi":"https://doi.org/10.1109/o-cocosda60357.2023.10482972","title":"Automated Diagnosis of Parkinson\u2019s Disease using Speech Signals with Machine Learning","display_name":"Automated Diagnosis of Parkinson\u2019s Disease using Speech Signals with Machine Learning","publication_year":2023,"publication_date":"2023-12-04","ids":{"openalex":"https://openalex.org/W4393406149","doi":"https://doi.org/10.1109/o-cocosda60357.2023.10482972"},"language":"en","primary_location":{"id":"doi:10.1109/o-cocosda60357.2023.10482972","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/o-cocosda60357.2023.10482972","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 26th Conference of the Oriental COCOSDA International Committee for the Co-ordination and Standardisation of Speech Databases and Assessment Techniques (O-COCOSDA)","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/A5108914102","display_name":"Parul Mann","orcid":null},"institutions":[{"id":"https://openalex.org/I4210143260","display_name":"Indira Gandhi Delhi Technical University for Women","ror":"https://ror.org/057c5p638","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210143260"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Parul Mann","raw_affiliation_strings":["Indira Gandhi Delhi Technical University for Women,Computer Science Department,New Delhi,India","Computer Science Department, Indira Gandhi Delhi Technical University for Women, New Delhi, India"],"affiliations":[{"raw_affiliation_string":"Indira Gandhi Delhi Technical University for Women,Computer Science Department,New Delhi,India","institution_ids":["https://openalex.org/I4210143260"]},{"raw_affiliation_string":"Computer Science Department, Indira Gandhi Delhi Technical University for Women, New Delhi, India","institution_ids":["https://openalex.org/I4210143260"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015412409","display_name":"Anmol Jha","orcid":"https://orcid.org/0009-0008-0399-0763"},"institutions":[{"id":"https://openalex.org/I4210143260","display_name":"Indira Gandhi Delhi Technical University for Women","ror":"https://ror.org/057c5p638","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210143260"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anmol Jha","raw_affiliation_strings":["Indira Gandhi Delhi Technical University for Women,Computer Science Department,New Delhi,India","Computer Science Department, Indira Gandhi Delhi Technical University for Women, New Delhi, India"],"affiliations":[{"raw_affiliation_string":"Indira Gandhi Delhi Technical University for Women,Computer Science Department,New Delhi,India","institution_ids":["https://openalex.org/I4210143260"]},{"raw_affiliation_string":"Computer Science Department, Indira Gandhi Delhi Technical University for Women, New Delhi, India","institution_ids":["https://openalex.org/I4210143260"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029387788","display_name":"Ritu Rani","orcid":"https://orcid.org/0000-0001-6219-8751"},"institutions":[{"id":"https://openalex.org/I20791572","display_name":"Indira Gandhi Institute of Technology","ror":"https://ror.org/0010jkx06","country_code":"IN","type":"education","lineage":["https://openalex.org/I20791572"]},{"id":"https://openalex.org/I4210143260","display_name":"Indira Gandhi Delhi Technical University for Women","ror":"https://ror.org/057c5p638","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210143260"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ritu Rani","raw_affiliation_strings":["Indira Gandhi Delhi Technical University for Women Kashmere Gate,Center of Excellence-Artificial Intelligence,Delhi,India","Center of Excellence-Artificial Intelligence, Indira Gandhi Delhi Technical University for Women Kashmere Gate, Delhi, India"],"affiliations":[{"raw_affiliation_string":"Indira Gandhi Delhi Technical University for Women Kashmere Gate,Center of Excellence-Artificial Intelligence,Delhi,India","institution_ids":["https://openalex.org/I20791572","https://openalex.org/I4210143260"]},{"raw_affiliation_string":"Center of Excellence-Artificial Intelligence, Indira Gandhi Delhi Technical University for Women Kashmere Gate, Delhi, India","institution_ids":["https://openalex.org/I20791572","https://openalex.org/I4210143260"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035968054","display_name":"Garima Jaiswal","orcid":"https://orcid.org/0000-0002-2676-299X"},"institutions":[{"id":"https://openalex.org/I3129773123","display_name":"Bennett University","ror":"https://ror.org/00an5hx75","country_code":"IN","type":"education","lineage":["https://openalex.org/I3129773123"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Garima Jaiswal","raw_affiliation_strings":["Bennett University,Computer Science Department,Greater Noida","Computer Science Department, Bennett University, Greater Noida"],"affiliations":[{"raw_affiliation_string":"Bennett University,Computer Science Department,Greater Noida","institution_ids":["https://openalex.org/I3129773123"]},{"raw_affiliation_string":"Computer Science Department, Bennett University, Greater Noida","institution_ids":["https://openalex.org/I3129773123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045879377","display_name":"Arun Sharma","orcid":"https://orcid.org/0000-0002-9404-4519"},"institutions":[{"id":"https://openalex.org/I20791572","display_name":"Indira Gandhi Institute of Technology","ror":"https://ror.org/0010jkx06","country_code":"IN","type":"education","lineage":["https://openalex.org/I20791572"]},{"id":"https://openalex.org/I4210143260","display_name":"Indira Gandhi Delhi Technical University for Women","ror":"https://ror.org/057c5p638","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210143260"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arun Sharma","raw_affiliation_strings":["Indira Gandhi Delhi Technical University for Women Kashmere Gate,Center of Excellence-Artificial Intelligence,Delhi,India","Center of Excellence-Artificial Intelligence, Indira Gandhi Delhi Technical University for Women Kashmere Gate, Delhi, India"],"affiliations":[{"raw_affiliation_string":"Indira Gandhi Delhi Technical University for Women Kashmere Gate,Center of Excellence-Artificial Intelligence,Delhi,India","institution_ids":["https://openalex.org/I20791572","https://openalex.org/I4210143260"]},{"raw_affiliation_string":"Center of Excellence-Artificial Intelligence, Indira Gandhi Delhi Technical University for Women Kashmere Gate, Delhi, India","institution_ids":["https://openalex.org/I20791572","https://openalex.org/I4210143260"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022991626","display_name":"Amita Dev","orcid":"https://orcid.org/0000-0002-6926-9433"},"institutions":[{"id":"https://openalex.org/I4210143260","display_name":"Indira Gandhi Delhi Technical University for Women","ror":"https://ror.org/057c5p638","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210143260"]},{"id":"https://openalex.org/I20791572","display_name":"Indira Gandhi Institute of Technology","ror":"https://ror.org/0010jkx06","country_code":"IN","type":"education","lineage":["https://openalex.org/I20791572"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amita Dev","raw_affiliation_strings":["Indira Gandhi Delhi Technical University for Women Kashmere Gate,Center of Excellence-Artificial Intelligence,Delhi,India","Center of Excellence-Artificial Intelligence, Indira Gandhi Delhi Technical University for Women Kashmere Gate, Delhi, India"],"affiliations":[{"raw_affiliation_string":"Indira Gandhi Delhi Technical University for Women Kashmere Gate,Center of Excellence-Artificial Intelligence,Delhi,India","institution_ids":["https://openalex.org/I20791572","https://openalex.org/I4210143260"]},{"raw_affiliation_string":"Center of Excellence-Artificial Intelligence, Indira Gandhi Delhi Technical University for Women Kashmere Gate, Delhi, India","institution_ids":["https://openalex.org/I20791572","https://openalex.org/I4210143260"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5108914102"],"corresponding_institution_ids":["https://openalex.org/I4210143260"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.32618784,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9656000137329102,"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":0.9656000137329102,"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/computer-science","display_name":"Computer science","score":0.6803103685379028},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5742091536521912},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.540351152420044},{"id":"https://openalex.org/keywords/parkinsons-disease","display_name":"Parkinson's disease","score":0.4855673015117645},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40981370210647583},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.405248761177063},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.3493955135345459},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12018969655036926},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.05687114596366882}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6803103685379028},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5742091536521912},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.540351152420044},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.4855673015117645},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40981370210647583},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.405248761177063},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.3493955135345459},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12018969655036926},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.05687114596366882}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/o-cocosda60357.2023.10482972","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/o-cocosda60357.2023.10482972","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 26th Conference of the Oriental COCOSDA International Committee for the Co-ordination and Standardisation of Speech Databases and Assessment Techniques (O-COCOSDA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W115710901","https://openalex.org/W1498180239","https://openalex.org/W1980171192","https://openalex.org/W2069778984","https://openalex.org/W2119569779","https://openalex.org/W2556386484","https://openalex.org/W2811205117","https://openalex.org/W2900854473","https://openalex.org/W2946595724","https://openalex.org/W2963976930","https://openalex.org/W2980090549","https://openalex.org/W3022365677","https://openalex.org/W4223556540","https://openalex.org/W4367185831","https://openalex.org/W4377030754","https://openalex.org/W4380741514"],"related_works":["https://openalex.org/W2229271988","https://openalex.org/W438207291","https://openalex.org/W359363153","https://openalex.org/W4390260856","https://openalex.org/W2488885269","https://openalex.org/W4232930495","https://openalex.org/W3134596587","https://openalex.org/W3216329096","https://openalex.org/W2416973532","https://openalex.org/W3116665257"],"abstract_inverted_index":{"Parkinson's":[0,37],"Disease":[1,38,118,204],"ranks":[2],"as":[3,62],"the":[4,13,17,74,92,101,108,121,139,217],"second":[5],"most":[6],"common":[7],"chronic":[8],"neurodegenerative":[9],"condition":[10],"that":[11,151],"affects":[12],"CNS":[14],"by":[15,135],"killing":[16],"cells":[18],"containing":[19],"dopamine":[20],"and":[21,29,68,149,169,183,197,223],"its":[22],"receptors.":[23],"Dopamine":[24],"is":[25,133,174,193,213],"responsible":[26],"for":[27,181,195],"coordination":[28],"controls":[30],"muscle":[31],"activity,":[32],"hence,":[33],"individuals":[34,97,125,173],"inflicted":[35],"with":[36,208],"do":[39],"unintended":[40],"or":[41],"involuntary":[42],"movements":[43],"due":[44,154],"to":[45,86,155,176,201],"lack":[46],"of":[47,51,73,95,104,110,124,142,164,188,211,219],"coordination.":[48],"Non-motor":[49],"symptoms":[50,58],"Parkinson\u2019s":[52,105,117,156,203],"Disease,":[53,106],"also":[54],"known":[55],"as,":[56],"dopamine-non-responsive":[57],"encompass":[59],"issues":[60],"such":[61],"sleeping":[63],"difficulties,":[64],"constipation,":[65],"drooling,":[66],"swallowing":[67],"speech":[69,79,143],"impairments.":[70],"Notably,":[71],"90%":[72],"diseased":[75,96,168],"patients":[76],"suffer":[77],"from":[78,160],"impairments,":[80],"making":[81],"it":[82],"a":[83],"viable":[84],"sign":[85],"look":[87],"at":[88],"while":[89],"diagnosis.":[90],"Analyzing":[91],"acoustic":[93],"measurements":[94],"can":[98],"aid":[99],"in":[100,205],"early":[102],"diagnosis":[103],"enhancing":[107],"efficacy":[109],"treatment.":[111],"This":[112,131],"study":[113],"focuses":[114],"on":[115,120,216],"predicting":[116],"based":[119,129],"vocal":[122],"analysis":[123],"via":[126],"Machine":[127],"Learning":[128],"approach.":[130],"prediction":[132,196],"done":[134,194],"taking":[136],"into":[137],"account":[138],"various":[140,178,189],"metrics":[141],"like":[144],"frequency,":[145],"amplitude,":[146],"pitch,":[147],"intensity":[148],"tonality":[150],"undergo":[152],"alterations":[153],"Disease.":[157],"Speech-based":[158],"data":[159,179],"31":[161],"subjects":[162],"out":[163],"which":[165],"23":[166],"are":[167,171],"8":[170],"healthy":[172],"taken":[175],"create":[177],"points":[180],"testing":[182],"validation.":[184],"A":[185],"comparative":[186],"evaluation":[187],"machine":[190],"learning":[191],"models":[192],"an":[198,206,209],"ML-based":[199],"methodology":[200],"diagnose":[202],"individual":[207],"accuracy":[210],"96.15%":[212],"proposed":[214],"solely":[215],"basis":[218],"their":[220],"voice":[221],"structure":[222],"tonality.":[224]},"counts_by_year":[],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
