{"id":"https://openalex.org/W4292862315","doi":"https://doi.org/10.1109/memea54994.2022.9856460","title":"Ataxia and Parkinson's disease patients classification using tree-based machine learning algorithms fed by spatiotemporal features: a pilot study","display_name":"Ataxia and Parkinson's disease patients classification using tree-based machine learning algorithms fed by spatiotemporal features: a pilot study","publication_year":2022,"publication_date":"2022-06-22","ids":{"openalex":"https://openalex.org/W4292862315","doi":"https://doi.org/10.1109/memea54994.2022.9856460"},"language":"en","primary_location":{"id":"doi:10.1109/memea54994.2022.9856460","is_oa":false,"landing_page_url":"https://doi.org/10.1109/memea54994.2022.9856460","pdf_url":null,"source":{"id":"https://openalex.org/S4363605601","display_name":"2022 IEEE International Symposium on Medical Measurements and Applications (MeMeA)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Symposium on Medical Measurements and Applications (MeMeA)","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/A5070427663","display_name":"Giuseppe Cesarelli","orcid":"https://orcid.org/0000-0001-8303-5900"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Giuseppe Cesarelli","raw_affiliation_strings":["University of Naples “Federico II”,Department of Chemical, Materials and Production Engineering,Naples,Italy"],"affiliations":[{"raw_affiliation_string":"University of Naples “Federico II”,Department of Chemical, Materials and Production Engineering,Naples,Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044617873","display_name":"Leandro Donisi","orcid":"https://orcid.org/0000-0002-9746-2265"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Leandro Donisi","raw_affiliation_strings":["University of Naples “Federico II”,Department of Advanced Biomedical Sciences,Naples,Italy"],"affiliations":[{"raw_affiliation_string":"University of Naples “Federico II”,Department of Advanced Biomedical Sciences,Naples,Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079339566","display_name":"Armando Coccia","orcid":"https://orcid.org/0000-0001-5921-452X"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Armando Coccia","raw_affiliation_strings":["University of Naples “Federico II”,Department of Electrical Engineering and Information Technologies,Naples,Italy"],"affiliations":[{"raw_affiliation_string":"University of Naples “Federico II”,Department of Electrical Engineering and Information Technologies,Naples,Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069142901","display_name":"Federica Amitrano","orcid":"https://orcid.org/0000-0001-6890-6165"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Federica Amitrano","raw_affiliation_strings":["University of Naples “Federico II”,Department of Electrical Engineering and Information Technologies,Naples,Italy"],"affiliations":[{"raw_affiliation_string":"University of Naples “Federico II”,Department of Electrical Engineering and Information Technologies,Naples,Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071757757","display_name":"Arcangelo Biancardi","orcid":"https://orcid.org/0000-0003-1245-3632"},"institutions":[{"id":"https://openalex.org/I4210091499","display_name":"Istituti Clinici Scientifici Maugeri","ror":"https://ror.org/00mc77d93","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210091499","https://openalex.org/I4210105320","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Arcangelo Biancardi","raw_affiliation_strings":["Bioengineering Unit, ICS Maugeri SPA SB,Telese Terme,Italy","Bioengineering Unit, ICS Maugeri SPA SB, Telese Terme, Italy"],"affiliations":[{"raw_affiliation_string":"Bioengineering Unit, ICS Maugeri SPA SB,Telese Terme,Italy","institution_ids":["https://openalex.org/I4210091499"]},{"raw_affiliation_string":"Bioengineering Unit, ICS Maugeri SPA SB, Telese Terme, Italy","institution_ids":["https://openalex.org/I4210091499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024581373","display_name":"Bernardo Lanzillo","orcid":"https://orcid.org/0000-0001-5473-0701"},"institutions":[{"id":"https://openalex.org/I4210091499","display_name":"Istituti Clinici Scientifici Maugeri","ror":"https://ror.org/00mc77d93","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210091499","https://openalex.org/I4210105320","https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210105320","display_name":"Fondazione Salvatore Maugeri","ror":"https://ror.org/01e8tvg28","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210105320","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Bernardo Lanzillo","raw_affiliation_strings":["Neurorehabilitation Unit, ICS Maugeri SPA SB,Telese Terme,Italy","Neurorehabilitation Unit, ICS Maugeri SPA SB, Telese Terme, Italy"],"affiliations":[{"raw_affiliation_string":"Neurorehabilitation Unit, ICS Maugeri SPA SB,Telese Terme,Italy","institution_ids":["https://openalex.org/I4210091499","https://openalex.org/I4210105320"]},{"raw_affiliation_string":"Neurorehabilitation Unit, ICS Maugeri SPA SB, Telese Terme, Italy","institution_ids":["https://openalex.org/I4210091499"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023390430","display_name":"Giovanni D\u2019Addio","orcid":"https://orcid.org/0000-0001-6352-3077"},"institutions":[{"id":"https://openalex.org/I4210091499","display_name":"Istituti Clinici Scientifici Maugeri","ror":"https://ror.org/00mc77d93","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210091499","https://openalex.org/I4210105320","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni D'Addio","raw_affiliation_strings":["Bioengineering Unit, ICS Maugeri SPA SB,Telese Terme,Italy","Bioengineering Unit, ICS Maugeri SPA SB, Telese Terme, Italy"],"affiliations":[{"raw_affiliation_string":"Bioengineering Unit, ICS Maugeri SPA SB,Telese Terme,Italy","institution_ids":["https://openalex.org/I4210091499"]},{"raw_affiliation_string":"Bioengineering Unit, ICS Maugeri SPA SB, Telese Terme, Italy","institution_ids":["https://openalex.org/I4210091499"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5070427663"],"corresponding_institution_ids":["https://openalex.org/I71267560"],"apc_list":null,"apc_paid":null,"fwci":1.5573,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.81075697,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"s1","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9986000061035156,"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/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9986000061035156,"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/T10919","display_name":"Neurological disorders and treatments","score":0.9718000292778015,"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":0.9714000225067139,"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/gait-analysis","display_name":"Gait analysis","score":0.6707991361618042},{"id":"https://openalex.org/keywords/ataxia","display_name":"Ataxia","score":0.6572407484054565},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.649600088596344},{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.6005196571350098},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5757066011428833},{"id":"https://openalex.org/keywords/parkinsons-disease","display_name":"Parkinson's disease","score":0.5610687136650085},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5437513589859009},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5377393364906311},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.47273528575897217},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.45095646381378174},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.3770855963230133},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.32322341203689575},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2676379978656769},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.16934993863105774},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.16712796688079834},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.1102694571018219}],"concepts":[{"id":"https://openalex.org/C173906292","wikidata":"https://www.wikidata.org/wiki/Q1493441","display_name":"Gait analysis","level":3,"score":0.6707991361618042},{"id":"https://openalex.org/C2780906641","wikidata":"https://www.wikidata.org/wiki/Q213373","display_name":"Ataxia","level":2,"score":0.6572407484054565},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.649600088596344},{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.6005196571350098},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5757066011428833},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.5610687136650085},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5437513589859009},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5377393364906311},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.47273528575897217},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.45095646381378174},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.3770855963230133},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.32322341203689575},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2676379978656769},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.16934993863105774},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.16712796688079834},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.1102694571018219}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/memea54994.2022.9856460","is_oa":false,"landing_page_url":"https://doi.org/10.1109/memea54994.2022.9856460","pdf_url":null,"source":{"id":"https://openalex.org/S4363605601","display_name":"2022 IEEE International Symposium on Medical Measurements and Applications (MeMeA)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Symposium on Medical Measurements and Applications (MeMeA)","raw_type":"proceedings-article"},{"id":"pmh:oai:ricerca.uniparthenope.it:11367/139114","is_oa":false,"landing_page_url":"https://hdl.handle.net/11367/139114","pdf_url":null,"source":{"id":"https://openalex.org/S4377196432","display_name":"CINECA IRIS Institutial research information system (Parthenope University of Naples)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I183638586","host_organization_name":"Parthenope University of Naples","host_organization_lineage":["https://openalex.org/I183638586"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"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":51,"referenced_works":["https://openalex.org/W1508222138","https://openalex.org/W1517923614","https://openalex.org/W1570448133","https://openalex.org/W1780185704","https://openalex.org/W1988790447","https://openalex.org/W1996020380","https://openalex.org/W2020629674","https://openalex.org/W2044949785","https://openalex.org/W2049787664","https://openalex.org/W2093375256","https://openalex.org/W2123504579","https://openalex.org/W2132089121","https://openalex.org/W2148143831","https://openalex.org/W2311828833","https://openalex.org/W2330219538","https://openalex.org/W2494766727","https://openalex.org/W2739783898","https://openalex.org/W2775536936","https://openalex.org/W2811029901","https://openalex.org/W2884923535","https://openalex.org/W2893965229","https://openalex.org/W2900409150","https://openalex.org/W2911964244","https://openalex.org/W2914029965","https://openalex.org/W2975319707","https://openalex.org/W2979734001","https://openalex.org/W2989772842","https://openalex.org/W3021672356","https://openalex.org/W3021723072","https://openalex.org/W3023141267","https://openalex.org/W3023505300","https://openalex.org/W3040924428","https://openalex.org/W3041380179","https://openalex.org/W3041820432","https://openalex.org/W3092746285","https://openalex.org/W3094344871","https://openalex.org/W3096726666","https://openalex.org/W3100278850","https://openalex.org/W3120766175","https://openalex.org/W3135160477","https://openalex.org/W3151382510","https://openalex.org/W3159303124","https://openalex.org/W3164831034","https://openalex.org/W3181472525","https://openalex.org/W3186277346","https://openalex.org/W3193555351","https://openalex.org/W3194987773","https://openalex.org/W4211019359","https://openalex.org/W4252644761","https://openalex.org/W6768075798","https://openalex.org/W6840059304"],"related_works":["https://openalex.org/W2133973503","https://openalex.org/W2471060339","https://openalex.org/W2148547327","https://openalex.org/W4226236273","https://openalex.org/W2125892956","https://openalex.org/W2790560349","https://openalex.org/W2130975749","https://openalex.org/W2493973380","https://openalex.org/W2394835211","https://openalex.org/W2809084995"],"abstract_inverted_index":{"Ataxia":[0,105,175],"and":[1,38,106,123,126,132,180,188,193,210],"Parkinson's":[2],"Disease":[3],"(PD)":[4],"are":[5],"two":[6,64],"of":[7,22,42,47,60,76,78,88,104,121,151,212],"the":[8,20,40,58,61,74,85,101,199,208,217],"neurodegenerative":[9],"diseases":[10],"more":[11,66],"studied":[12],"in":[13,45,207,216],"recent":[14],"years.":[15],"To":[16,82],"identify":[17],"and/or":[18,52,99],"monitor":[19,100],"progression":[21,103],"such":[23,48],"pathologies,":[24],"several":[25,34],"quantitative":[26,79,109,136,155],"gait":[27,80,110,137],"analysis":[28,111,138],"investigations":[29],"have":[30,36,68],"been":[31,69],"performed.":[32],"Albeit":[33],"publications":[35],"presented":[37],"discussed":[39],"results":[41],"this":[43,83,89],"strategy":[44,96,201],"case":[46],"pathologies":[49,67],"(considered":[50],"individually":[51],"compared":[53],"to":[54,57,92,97,134,164,172,191],"healthy":[55],"subjects),":[56],"best":[59],"authors'":[62],"knowledge":[63],"or":[65],"scarcely":[70],"investigated":[71],"simultaneously":[72],"from":[73],"point":[75],"view":[77],"analysis.":[81],"aim,":[84],"main":[86],"objective":[87],"paper":[90],"is":[91],"presents":[93],"a":[94,119,135,142,149],"new":[95,204],"classify":[98],"disease":[102],"PD":[107,125,181],"using":[108,141],"tools":[112],"and,":[113],"additionally,":[114],"machine":[115,167],"learning":[116,168],"strategies.":[117],"Specifically,":[118],"group":[120],"43":[122],"22":[124],"ataxic":[127],"patients,":[128,182],"respectively,":[129],"was":[130],"enrolled":[131],"subjected":[133],"investigation":[139],"\u2013":[140],"microelectromechanical":[143],"system":[144],"(the":[145],"OPAL)":[146],"-":[147],"as":[148],"result":[150],"which":[152,170],"ten":[153],"spatiotemporal":[154],"features":[156],"were":[157,162],"automatically":[158],"extracted.":[159],"These":[160],"parameters":[161],"fed":[163],"five":[165],"tree-based":[166],"algorithms":[169],"demonstrated":[171],"successfully":[173],"distinguish":[174],"(following":[176],"an":[177],"oversampling":[178],"step)":[179],"showing":[183],"promising":[184],"metrics,":[185],"e.g.,":[186],"accuracies":[187],"sensitivities":[189],"up":[190],"81%":[192],"86%.":[194],"The":[195],"findings":[196],"obtained":[197],"suggest":[198],"proposed":[200],"could":[202],"drive":[203],"research":[205],"questions":[206],"field":[209],"be":[211],"direct":[213],"practical":[214],"relevance":[215],"clinical":[218],"setting.":[219]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}