{"id":"https://openalex.org/W4384158615","doi":"https://doi.org/10.1109/i2mtc53148.2023.10176004","title":"Machine Learning Approach to Classify Postural Sway Instabilities","display_name":"Machine Learning Approach to Classify Postural Sway Instabilities","publication_year":2023,"publication_date":"2023-05-22","ids":{"openalex":"https://openalex.org/W4384158615","doi":"https://doi.org/10.1109/i2mtc53148.2023.10176004"},"language":"en","primary_location":{"id":"doi:10.1109/i2mtc53148.2023.10176004","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2mtc53148.2023.10176004","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","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/A5056670756","display_name":"Bruno And\u00f2","orcid":"https://orcid.org/0000-0001-5099-6131"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Bruno And\u00f2","raw_affiliation_strings":["DIEEI University of Catania,Catania,Italy","DIEEI University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DIEEI University of Catania,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"DIEEI University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028359022","display_name":"Salvatore Baglio","orcid":"https://orcid.org/0000-0002-6068-2846"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Salvatore Baglio","raw_affiliation_strings":["DIEEI University of Catania,Catania,Italy","DIEEI University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DIEEI University of Catania,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"DIEEI University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089030852","display_name":"Valeria Finocchiaro","orcid":"https://orcid.org/0000-0002-8311-0656"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Valeria Finocchiaro","raw_affiliation_strings":["DIEEI University of Catania,Catania,Italy","DIEEI University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DIEEI University of Catania,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"DIEEI University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018539364","display_name":"Vincenzo Marletta","orcid":"https://orcid.org/0000-0001-5605-3433"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Vincenzo Marletta","raw_affiliation_strings":["DIEEI University of Catania,Catania,Italy","DIEEI University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DIEEI University of Catania,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"DIEEI University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012603099","display_name":"Sreeraman Rajan","orcid":"https://orcid.org/0000-0003-0153-6723"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Sreeraman Rajan","raw_affiliation_strings":["Carleton University,Dep. of Syst. Comp. Eng.,Ottawa,Canada","Dep. of Syst. Comp. Eng., Carleton University, Ottawa, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carleton University,Dep. of Syst. Comp. Eng.,Ottawa,Canada","institution_ids":["https://openalex.org/I67031392"]},{"raw_affiliation_string":"Dep. of Syst. Comp. Eng., Carleton University, Ottawa, Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104143018","display_name":"Ebrahim Ali Nehary","orcid":null},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ebrahim Ali Nehary","raw_affiliation_strings":["Carleton University,Dep. of Syst. Comp. Eng.,Ottawa,Canada","Dep. of Syst. Comp. Eng., Carleton University, Ottawa, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carleton University,Dep. of Syst. Comp. Eng.,Ottawa,Canada","institution_ids":["https://openalex.org/I67031392"]},{"raw_affiliation_string":"Dep. of Syst. Comp. Eng., Carleton University, Ottawa, Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055101164","display_name":"Valeria Dibilio","orcid":"https://orcid.org/0000-0001-5627-0104"},"institutions":[{"id":"https://openalex.org/I4210160210","display_name":"Azienda Ospedaliero-Universitaria Policlinico - Vittorio Emanuele","ror":"https://ror.org/051tt6c85","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210160210"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Valeria Dibilio","raw_affiliation_strings":["Clinica Neurologica AOU Policlinico Vittorio Emanuele,Catania,Italy","Clinica Neurologica AOU Policlinico Vittorio Emanuele, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinica Neurologica AOU Policlinico Vittorio Emanuele,Catania,Italy","institution_ids":["https://openalex.org/I4210160210"]},{"raw_affiliation_string":"Clinica Neurologica AOU Policlinico Vittorio Emanuele, Catania, Italy","institution_ids":["https://openalex.org/I4210160210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051281196","display_name":"Giovanni Mostile","orcid":"https://orcid.org/0000-0002-3556-7432"},"institutions":[{"id":"https://openalex.org/I4210160210","display_name":"Azienda Ospedaliero-Universitaria Policlinico - Vittorio Emanuele","ror":"https://ror.org/051tt6c85","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210160210"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni Mostile","raw_affiliation_strings":["Clinica Neurologica AOU Policlinico Vittorio Emanuele,Catania,Italy","Clinica Neurologica AOU Policlinico Vittorio Emanuele, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinica Neurologica AOU Policlinico Vittorio Emanuele,Catania,Italy","institution_ids":["https://openalex.org/I4210160210"]},{"raw_affiliation_string":"Clinica Neurologica AOU Policlinico Vittorio Emanuele, Catania, Italy","institution_ids":["https://openalex.org/I4210160210"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034216940","display_name":"Mario Zappia","orcid":"https://orcid.org/0000-0002-8298-9486"},"institutions":[{"id":"https://openalex.org/I4210160210","display_name":"Azienda Ospedaliero-Universitaria Policlinico - Vittorio Emanuele","ror":"https://ror.org/051tt6c85","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210160210"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mario Zappia","raw_affiliation_strings":["Clinica Neurologica AOU Policlinico Vittorio Emanuele,Catania,Italy","Clinica Neurologica AOU Policlinico Vittorio Emanuele, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinica Neurologica AOU Policlinico Vittorio Emanuele,Catania,Italy","institution_ids":["https://openalex.org/I4210160210"]},{"raw_affiliation_string":"Clinica Neurologica AOU Policlinico Vittorio Emanuele, Catania, Italy","institution_ids":["https://openalex.org/I4210160210"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"01","last_page":"06"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/3612","display_name":"Physical Therapy, Sports Therapy and Rehabilitation"},"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/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/3612","display_name":"Physical Therapy, Sports Therapy and Rehabilitation"},"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/T10510","display_name":"Stroke Rehabilitation and Recovery","score":0.9850000143051147,"subfield":{"id":"https://openalex.org/subfields/2742","display_name":"Rehabilitation"},"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/T11227","display_name":"Diabetic Foot Ulcer Assessment and Management","score":0.9822999835014343,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/robustness","display_name":"Robustness (evolution)","score":0.718346893787384},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6916350722312927},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6635337471961975},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5485143065452576},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.4863291382789612},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4630812108516693},{"id":"https://openalex.org/keywords/postural-instability","display_name":"Postural instability","score":0.4128553867340088},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.1022423803806305},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08317884802818298}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.718346893787384},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6916350722312927},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6635337471961975},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5485143065452576},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.4863291382789612},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4630812108516693},{"id":"https://openalex.org/C2908716714","wikidata":"https://www.wikidata.org/wiki/Q3540864","display_name":"Postural instability","level":4,"score":0.4128553867340088},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.1022423803806305},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08317884802818298},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/i2mtc53148.2023.10176004","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2mtc53148.2023.10176004","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","score":0.5199999809265137,"display_name":"Responsible consumption and production"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W59830755","https://openalex.org/W2025019737","https://openalex.org/W2046105675","https://openalex.org/W2086495399","https://openalex.org/W2124844940","https://openalex.org/W2153657339","https://openalex.org/W2324767969","https://openalex.org/W2556501329","https://openalex.org/W2772237462","https://openalex.org/W2903862537","https://openalex.org/W2951627064","https://openalex.org/W2968084537","https://openalex.org/W2969113331","https://openalex.org/W2972262633","https://openalex.org/W2983907048","https://openalex.org/W2999808238","https://openalex.org/W3005313619","https://openalex.org/W3008103485","https://openalex.org/W3131780411","https://openalex.org/W3160303776","https://openalex.org/W3168921462","https://openalex.org/W4296743135","https://openalex.org/W4313137443"],"related_works":["https://openalex.org/W2294565841","https://openalex.org/W2770593030","https://openalex.org/W2006668579","https://openalex.org/W4281727072","https://openalex.org/W4312219546","https://openalex.org/W3204276839","https://openalex.org/W4229671472","https://openalex.org/W3154990682","https://openalex.org/W2171975302","https://openalex.org/W2022352247"],"abstract_inverted_index":{"Wearable":[0],"sensing":[1],"devices":[2],"have":[3,145],"been":[4,146,160],"extensively":[5],"proposed":[6,108],"for":[7,37],"monitoring":[8],"frailty":[9],"subjects'":[10],"mobility":[11],"and":[12,30,48,102,136,163],"related":[13],"risk":[14],"of":[15,20,40,52,73,115,150],"falls.":[16],"Considering":[17],"the":[18,34,93,125,151,156],"key-value":[19],"instability":[21],"to":[22,67,124,155],"assess":[23],"degenerative":[24],"diseases":[25],"such":[26],"as":[27,122],"Parkinson's":[28],"disease":[29],"its":[31,90],"impact":[32],"on":[33],"life":[35],"quality":[36],"this":[38,61],"class":[39],"end-users,":[41],"reliable":[42],"solutions":[43],"that":[44],"enable":[45],"a":[46,57,63,137,164],"continuous":[47],"real":[49],"time":[50],"estimation":[51],"postural":[53,74,127],"sway":[54,128],"might":[55],"play":[56],"fundamental":[58],"role.":[59],"In":[60],"paper":[62],"machine":[64],"learning":[65],"approach":[66,109],"classify":[68],"among":[69],"4":[70],"different":[71],"classes":[72],"behaviors":[75],"(Standing,":[76],"Antero-Posterior":[77],"sway,":[78,80],"Medio-Lateral":[79],"Unstable)":[81],"is":[82,87,98,170],"investigated.":[83],"The":[84,107,148],"classification":[85],"algorithm":[86,152],"compliant":[88],"with":[89,100,153],"implementation":[91],"in":[92,113,117],"adopted":[94],"embedded":[95],"architecture,":[96],"which":[97],"equipped":[99],"sensors":[101],"an":[103],"Artificial":[104],"Intelligence":[105],"core.":[106],"demonstrates":[110],"suitable":[111],"performances":[112],"terms":[114],"accuracy":[116,131],"correctly":[118],"classifying":[119],"unknown":[120],"patterns":[121],"belonging":[123],"right":[126],"class.":[129],"An":[130],"index":[132,141],"higher":[133],"than":[134,143],"98%":[135,144],"very":[138],"promising":[139],"reliability":[140],"better":[142],"obtained.":[147],"robustness":[149],"respect":[154],"dataset":[157],"organization":[158],"has":[159],"also":[161,171],"assessed,":[162],"comparative":[165],"analysis":[166],"against":[167],"threshold-based":[168],"approaches":[169],"presented.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":5}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}