{"id":"https://openalex.org/W2974308384","doi":"https://doi.org/10.1109/ic3.2019.8844941","title":"Parkinson Disease Detection Using Deep Neural Networks","display_name":"Parkinson Disease Detection Using Deep Neural Networks","publication_year":2019,"publication_date":"2019-08-01","ids":{"openalex":"https://openalex.org/W2974308384","doi":"https://doi.org/10.1109/ic3.2019.8844941","mag":"2974308384"},"language":"en","primary_location":{"id":"doi:10.1109/ic3.2019.8844941","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3.2019.8844941","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 Twelfth International Conference on Contemporary Computing (IC3)","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/A5101967981","display_name":"Shivangi Shivangi","orcid":null},"institutions":[{"id":"https://openalex.org/I154970844","display_name":"Jaypee Institute of Information Technology","ror":"https://ror.org/05sttyy11","country_code":"IN","type":"education","lineage":["https://openalex.org/I154970844"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Shivangi","raw_affiliation_strings":["Department of Computer Science, Jaypee Institute of Information Technology, Noida, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Jaypee Institute of Information Technology, Noida, India","institution_ids":["https://openalex.org/I154970844"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075928114","display_name":"Anubhav Johri","orcid":null},"institutions":[{"id":"https://openalex.org/I154970844","display_name":"Jaypee Institute of Information Technology","ror":"https://ror.org/05sttyy11","country_code":"IN","type":"education","lineage":["https://openalex.org/I154970844"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anubhav Johri","raw_affiliation_strings":["Department of Computer Science, Jaypee Institute of Information Technology, Noida, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Jaypee Institute of Information Technology, Noida, India","institution_ids":["https://openalex.org/I154970844"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035467785","display_name":"Ashish Kumar Tripathi","orcid":"https://orcid.org/0000-0003-1218-0515"},"institutions":[{"id":"https://openalex.org/I154970844","display_name":"Jaypee Institute of Information Technology","ror":"https://ror.org/05sttyy11","country_code":"IN","type":"education","lineage":["https://openalex.org/I154970844"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ashish Tripathi","raw_affiliation_strings":["Department of Computer Science, Jaypee Institute of Information Technology, Noida, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Jaypee Institute of Information Technology, Noida, India","institution_ids":["https://openalex.org/I154970844"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101967981"],"corresponding_institution_ids":["https://openalex.org/I154970844"],"apc_list":null,"apc_paid":null,"fwci":4.5732,"has_fulltext":false,"cited_by_count":120,"citation_normalized_percentile":{"value":0.95467635,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9861000180244446,"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":0.9861000180244446,"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/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9581999778747559,"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.9333999752998352,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/spectrogram","display_name":"Spectrogram","score":0.9300248026847839},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6493675708770752},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6050793528556824},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6040518283843994},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5218885540962219},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5139464735984802},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5118526816368103},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.48497867584228516},{"id":"https://openalex.org/keywords/multiclass-classification","display_name":"Multiclass classification","score":0.4626529812812805},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.44475388526916504},{"id":"https://openalex.org/keywords/hilbert\u2013huang-transform","display_name":"Hilbert\u2013Huang transform","score":0.4244280755519867},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.19467756152153015},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.12891709804534912}],"concepts":[{"id":"https://openalex.org/C45273575","wikidata":"https://www.wikidata.org/wiki/Q578970","display_name":"Spectrogram","level":2,"score":0.9300248026847839},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6493675708770752},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6050793528556824},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6040518283843994},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5218885540962219},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5139464735984802},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5118526816368103},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.48497867584228516},{"id":"https://openalex.org/C123860398","wikidata":"https://www.wikidata.org/wiki/Q6934605","display_name":"Multiclass classification","level":3,"score":0.4626529812812805},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.44475388526916504},{"id":"https://openalex.org/C25570617","wikidata":"https://www.wikidata.org/wiki/Q1006462","display_name":"Hilbert\u2013Huang transform","level":3,"score":0.4244280755519867},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.19467756152153015},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.12891709804534912},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ic3.2019.8844941","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3.2019.8844941","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 Twelfth International Conference on Contemporary Computing (IC3)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5099999904632568,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2171533361","https://openalex.org/W2579747565","https://openalex.org/W2752633099","https://openalex.org/W2754039296","https://openalex.org/W2765633573","https://openalex.org/W2795010924","https://openalex.org/W2803439781","https://openalex.org/W2805394410","https://openalex.org/W2808049429","https://openalex.org/W2889245000","https://openalex.org/W2921974788","https://openalex.org/W2963976930","https://openalex.org/W6749783847"],"related_works":["https://openalex.org/W2530685530","https://openalex.org/W4375868962","https://openalex.org/W2011227383","https://openalex.org/W2088854863","https://openalex.org/W4402568167","https://openalex.org/W3014107421","https://openalex.org/W3179495260","https://openalex.org/W1976719989","https://openalex.org/W3127543252","https://openalex.org/W2136729892"],"abstract_inverted_index":{"Parkinson's":[0],"disease":[1,70],"(PD)":[2],"is":[3,8,139],"a":[4],"neurodegenerative":[5],"disorder,":[6],"which":[7,61],"responsible":[9],"for":[10],"the":[11,37,106,111,118,122,126],"deterioration":[12],"of":[13,19,36,40,79,91,125,130],"motor":[14],"function":[15],"due":[16],"to":[17,63,95,109],"loss":[18],"dopamine-producing":[20],"brain":[21],"cells":[22],"i.e.":[23],"neurons.":[24],"Tremors,":[25],"stiffness,":[26],"slowness":[27],"in":[28,68,128],"movements,":[29],"shaking,":[30],"and":[31,54,66,98],"impaired":[32],"balance":[33],"are":[34],"some":[35],"primary":[38],"symptoms":[39],"PD.":[41],"In":[42],"this":[43],"paper,":[44],"two":[45],"neural":[46],"network":[47],"based":[48],"models":[49,120],"namely,":[50],"VGFR":[51,136],"Spectrogram":[52,137],"Detector":[53,138],"Voice":[55,144],"Impairment":[56,145],"Classifier":[57,146],"have":[58],"been":[59,85],"introduced,":[60],"aim":[62],"help":[64],"doctors":[65],"people":[67],"diagnosing":[69],"at":[71],"an":[72],"early":[73],"stage.":[74],"An":[75],"extensive":[76],"empirical":[77],"evaluation":[78],"CNNs":[80],"(Convolutional":[81],"Neural":[82,103],"Networks)":[83,104],"has":[84,147],"implemented":[86],"on":[87,105,135],"large-scale":[88],"image":[89],"classification":[90,133],"gait":[92],"signals":[93],"converted":[94],"spectrogram":[96],"images":[97],"deep":[99],"dense":[100],"ANNs":[101],"(Artificial":[102],"voice":[107],"recordings,":[108],"predict":[110],"disease.":[112],"The":[113,132],"experimental":[114],"results":[115],"indicate":[116],"that":[117],"proposed":[119],"outperformed":[121],"existing":[123],"state":[124],"arts":[127],"terms":[129],"accuracy.":[131,150],"accuracy":[134],"recorded":[140],"as":[141],"88.1%":[142],"while":[143],"shown":[148],"89.15%":[149]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":25},{"year":2024,"cited_by_count":34},{"year":2023,"cited_by_count":22},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":2}],"updated_date":"2026-04-25T08:17:42.794288","created_date":"2025-10-10T00:00:00"}
