{"id":"https://openalex.org/W4308086448","doi":"https://doi.org/10.1109/bsn56160.2022.9928465","title":"On-Device Machine Learning for Diagnosis of Parkinson\u2019s Disease from Hand Drawn Artifacts","display_name":"On-Device Machine Learning for Diagnosis of Parkinson\u2019s Disease from Hand Drawn Artifacts","publication_year":2022,"publication_date":"2022-09-27","ids":{"openalex":"https://openalex.org/W4308086448","doi":"https://doi.org/10.1109/bsn56160.2022.9928465"},"language":"en","primary_location":{"id":"doi:10.1109/bsn56160.2022.9928465","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bsn56160.2022.9928465","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE-EMBS International Conference on Wearable and Implantable Body Sensor Networks (BSN)","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/A5013678993","display_name":"Sai Vaibhav Polisetti Venkata","orcid":null},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sai Vaibhav Polisetti Venkata","raw_affiliation_strings":["Arizona State University,Deshpande are Computer Engineering Graduate Students,Tempe,USA,AZ 85287"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University,Deshpande are Computer Engineering Graduate Students,Tempe,USA,AZ 85287","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072432916","display_name":"Shubhankar Sabat","orcid":null},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shubhankar Sabat","raw_affiliation_strings":["Arizona State University,Deshpande are Computer Engineering Graduate Students,Tempe,USA,AZ 85287"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University,Deshpande are Computer Engineering Graduate Students,Tempe,USA,AZ 85287","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043633081","display_name":"Chinmay Anand Deshpande","orcid":null},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chinmay Anand Deshpande","raw_affiliation_strings":["Arizona State University,Deshpande are Computer Engineering Graduate Students,Tempe,USA,AZ 85287"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University,Deshpande are Computer Engineering Graduate Students,Tempe,USA,AZ 85287","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039978080","display_name":"Asiful Arefeen","orcid":"https://orcid.org/0000-0002-7876-3206"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Asiful Arefeen","raw_affiliation_strings":["Arizona State University,College of Health Solutions,Phoenix,USA,AZ 85004"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University,College of Health Solutions,Phoenix,USA,AZ 85004","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028632294","display_name":"Daniel S. Peterson","orcid":"https://orcid.org/0000-0002-4639-6544"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel Peterson","raw_affiliation_strings":["Arizona State University,College of Health Solutions,Phoenix,USA,AZ 85004"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University,College of Health Solutions,Phoenix,USA,AZ 85004","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007139473","display_name":"Hassan Ghasemzadeh","orcid":"https://orcid.org/0000-0002-1844-1416"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hassan Ghasemzadeh","raw_affiliation_strings":["Arizona State University,College of Health Solutions,Phoenix,USA,AZ 85004"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University,College of Health Solutions,Phoenix,USA,AZ 85004","institution_ids":["https://openalex.org/I55732556"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I55732556"],"apc_list":null,"apc_paid":null,"fwci":0.7051,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.73751601,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"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/T10919","display_name":"Neurological disorders and treatments","score":0.906000018119812,"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/T10919","display_name":"Neurological disorders and treatments","score":0.906000018119812,"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/parkinsons-disease","display_name":"Parkinson's disease","score":0.6603509783744812},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6043667793273926},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4479140043258667},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41926175355911255},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.39715248346328735},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.34369444847106934},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.3398539423942566},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2345711588859558}],"concepts":[{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.6603509783744812},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6043667793273926},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4479140043258667},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41926175355911255},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.39715248346328735},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.34369444847106934},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.3398539423942566},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2345711588859558},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bsn56160.2022.9928465","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bsn56160.2022.9928465","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE-EMBS International Conference on Wearable and Implantable Body Sensor Networks (BSN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2229271988","https://openalex.org/W438207291","https://openalex.org/W4401814285","https://openalex.org/W3134596587","https://openalex.org/W3216329096","https://openalex.org/W2416973532","https://openalex.org/W3116665257","https://openalex.org/W2011324577","https://openalex.org/W2066174631","https://openalex.org/W2791159354"],"abstract_inverted_index":{"Effective":[0],"diagnosis":[1,29,155],"of":[2,30,67,97,104,106,156],"neuro-degenerative":[3],"diseases":[4,32],"is":[5],"critical":[6],"to":[7,16,56,124],"providing":[8],"early":[9,154],"treatments,":[10],"which":[11],"in":[12,19,37],"turn":[13],"can":[14,25,133],"lead":[15],"substantial":[17],"savings":[18],"medical":[20],"costs.":[21],"Machine":[22],"learning":[23,55],"models":[24],"help":[26],"with":[27,81],"the":[28,65,95,98],"such":[31],"like":[33],"Parkinson\u2019s":[34,68,157],"and":[35,53,60,89,112,119,150],"aid":[36],"assessing":[38],"disease":[39,69],"symptoms.":[40],"This":[41],"work":[42],"introduces":[43],"a":[44,73],"novel":[45],"system":[46,100,132],"that":[47,76,114,143],"integrates":[48],"pervasive":[49,144],"computing,":[50],"mobile":[51],"sensing,":[52],"machine":[54],"classify":[57],"hand-drawn":[58],"images":[59,105],"provide":[61],"diagnostic":[62],"insights":[63],"for":[64,87,153],"screening":[66],"patients.":[70],"We":[71,93],"designed":[72],"computational":[74],"framework":[75],"combines":[77],"data":[78],"augmentation":[79],"techniques":[80],"optimized":[82],"convolutional":[83],"neural":[84],"network":[85],"design":[86],"on-device":[88],"real-time":[90],"image":[91],"classification.":[92],"assess":[94],"performance":[96],"proposed":[99],"using":[101],"two":[102],"datasets":[103],"Archimedean":[107],"spirals":[108],"drawn":[109],"by":[110],"hand":[111],"demonstrate":[113],"our":[115,131],"approach":[116],"achieves":[117],"76%":[118],"83%":[120],"accuracy":[121],"respectively.":[122],"Thanks":[123],"4x":[125],"memory":[126],"reduction":[127],"via":[128],"integer":[129],"quantization,":[130],"run":[134],"fast":[135],"on":[136],"an":[137,148],"Android":[138],"smartphone.":[139],"Our":[140],"study":[141],"demonstrates":[142],"computing":[145],"may":[146],"offer":[147],"inexpensive":[149],"effective":[151],"tool":[152],"disease1.":[158]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
