{"id":"https://openalex.org/W2258968934","doi":"https://doi.org/10.3390/s16010134","title":"A Machine Learning Framework for Gait Classification Using Inertial Sensors: Application to Elderly, Post-Stroke and Huntington\u2019s Disease Patients","display_name":"A Machine Learning Framework for Gait Classification Using Inertial Sensors: Application to Elderly, Post-Stroke and Huntington\u2019s Disease Patients","publication_year":2016,"publication_date":"2016-01-21","ids":{"openalex":"https://openalex.org/W2258968934","doi":"https://doi.org/10.3390/s16010134","mag":"2258968934","pmid":"https://pubmed.ncbi.nlm.nih.gov/26805847"},"language":"en","primary_location":{"id":"doi:10.3390/s16010134","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s16010134","pdf_url":"https://www.mdpi.com/1424-8220/16/1/134/pdf?version=1453370971","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/16/1/134/pdf?version=1453370971","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015784281","display_name":"Andrea Mannini","orcid":"https://orcid.org/0000-0003-0760-052X"},"institutions":[{"id":"https://openalex.org/I162290304","display_name":"Scuola Superiore Sant'Anna","ror":"https://ror.org/025602r80","country_code":"IT","type":"education","lineage":["https://openalex.org/I162290304"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Andrea Mannini","raw_affiliation_strings":["The BioRobotics Institute, Scuola Superiore Sant\u2019Anna, Pisa 56127, Italy","The BioRobotics Institute, Scuola Superiore Sant'Anna, Pisa 56127, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The BioRobotics Institute, Scuola Superiore Sant\u2019Anna, Pisa 56127, Italy","institution_ids":["https://openalex.org/I162290304"]},{"raw_affiliation_string":"The BioRobotics Institute, Scuola Superiore Sant'Anna, Pisa 56127, Italy","institution_ids":["https://openalex.org/I162290304"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079923755","display_name":"Diana Trojaniello","orcid":"https://orcid.org/0000-0001-8935-5593"},"institutions":[{"id":"https://openalex.org/I159650629","display_name":"University of Sassari","ror":"https://ror.org/01bnjbv91","country_code":"IT","type":"education","lineage":["https://openalex.org/I159650629"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Diana Trojaniello","raw_affiliation_strings":["Information Engineering Unit, POLCOMING Department, University of Sassari, Sassari 07100, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Engineering Unit, POLCOMING Department, University of Sassari, Sassari 07100, Italy","institution_ids":["https://openalex.org/I159650629"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001250171","display_name":"Andrea Cereatti","orcid":"https://orcid.org/0000-0002-7276-5382"},"institutions":[{"id":"https://openalex.org/I159650629","display_name":"University of Sassari","ror":"https://ror.org/01bnjbv91","country_code":"IT","type":"education","lineage":["https://openalex.org/I159650629"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Cereatti","raw_affiliation_strings":["Information Engineering Unit, POLCOMING Department, University of Sassari, Sassari 07100, Italy"],"raw_orcid":"https://orcid.org/0000-0002-7276-5382","affiliations":[{"raw_affiliation_string":"Information Engineering Unit, POLCOMING Department, University of Sassari, Sassari 07100, Italy","institution_ids":["https://openalex.org/I159650629"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087411283","display_name":"A.M. Sabatini","orcid":"https://orcid.org/0000-0003-3306-6498"},"institutions":[{"id":"https://openalex.org/I162290304","display_name":"Scuola Superiore Sant'Anna","ror":"https://ror.org/025602r80","country_code":"IT","type":"education","lineage":["https://openalex.org/I162290304"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Angelo Sabatini","raw_affiliation_strings":["The BioRobotics Institute, Scuola Superiore Sant\u2019Anna, Pisa 56127, Italy","The BioRobotics Institute, Scuola Superiore Sant'Anna, Pisa 56127, Italy"],"raw_orcid":"https://orcid.org/0000-0003-3306-6498","affiliations":[{"raw_affiliation_string":"The BioRobotics Institute, Scuola Superiore Sant\u2019Anna, Pisa 56127, Italy","institution_ids":["https://openalex.org/I162290304"]},{"raw_affiliation_string":"The BioRobotics Institute, Scuola Superiore Sant'Anna, Pisa 56127, Italy","institution_ids":["https://openalex.org/I162290304"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5015784281"],"corresponding_institution_ids":["https://openalex.org/I162290304"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":36.8699,"has_fulltext":true,"cited_by_count":244,"citation_normalized_percentile":{"value":0.99825676,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"16","issue":"1","first_page":"134","last_page":"134"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.9993000030517578,"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":0.9993000030517578,"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/T12740","display_name":"Gait Recognition and Analysis","score":0.9969000220298767,"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"}},{"id":"https://openalex.org/T11227","display_name":"Diabetic Foot Ulcer Assessment and Management","score":0.9941999912261963,"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/gait","display_name":"Gait","score":0.6594747304916382},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.6124026775360107},{"id":"https://openalex.org/keywords/stroke","display_name":"Stroke (engine)","score":0.5706586837768555},{"id":"https://openalex.org/keywords/inertial-measurement-unit","display_name":"Inertial measurement unit","score":0.5358103513717651},{"id":"https://openalex.org/keywords/huntingtons-disease","display_name":"Huntington's disease","score":0.4759240448474884},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4460486173629761},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.437014102935791},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4284136891365051},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39546656608581543},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.39475202560424805},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.25372737646102905},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.12282761931419373},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.0741739571094513}],"concepts":[{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.6594747304916382},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.6124026775360107},{"id":"https://openalex.org/C2780645631","wikidata":"https://www.wikidata.org/wiki/Q671554","display_name":"Stroke (engine)","level":2,"score":0.5706586837768555},{"id":"https://openalex.org/C79061980","wikidata":"https://www.wikidata.org/wiki/Q941680","display_name":"Inertial measurement unit","level":2,"score":0.5358103513717651},{"id":"https://openalex.org/C2780647506","wikidata":"https://www.wikidata.org/wiki/Q190564","display_name":"Huntington's disease","level":3,"score":0.4759240448474884},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4460486173629761},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.437014102935791},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4284136891365051},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39546656608581543},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39475202560424805},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.25372737646102905},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.12282761931419373},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0741739571094513}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005684","descriptor_name":"Gait","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D005684","descriptor_name":"Gait","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D005684","descriptor_name":"Gait","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006816","descriptor_name":"Huntington Disease","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D006816","descriptor_name":"Huntington Disease","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D006816","descriptor_name":"Huntington Disease","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010291","descriptor_name":"Paresis","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D010291","descriptor_name":"Paresis","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D010291","descriptor_name":"Paresis","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018670","descriptor_name":"Monitoring, Ambulatory","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018670","descriptor_name":"Monitoring, Ambulatory","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018670","descriptor_name":"Monitoring, Ambulatory","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020521","descriptor_name":"Stroke","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D020521","descriptor_name":"Stroke","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D020521","descriptor_name":"Stroke","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061725","descriptor_name":"Accelerometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061725","descriptor_name":"Accelerometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061725","descriptor_name":"Accelerometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.3390/s16010134","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s16010134","pdf_url":"https://www.mdpi.com/1424-8220/16/1/134/pdf?version=1453370971","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:26805847","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26805847","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:251d1ddd8ce94e99b5f2cd8373b56a32","is_oa":true,"landing_page_url":"https://doaj.org/article/251d1ddd8ce94e99b5f2cd8373b56a32","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 16, Iss 1, p 134 (2016)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/16/1/134/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s16010134","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 16; Issue 1; Pages: 134","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:4732167","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4732167","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:www.iris.sssup.it:11382/512134","is_oa":true,"landing_page_url":"http://hdl.handle.net/11382/512134","pdf_url":null,"source":{"id":"https://openalex.org/S4377196376","display_name":"CINECA IRIS Institutional Research Information System (Sant'Anna School of Advanced Studies)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I162290304","host_organization_name":"Scuola Superiore Sant'Anna","host_organization_lineage":["https://openalex.org/I162290304"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/s16010134","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s16010134","pdf_url":"https://www.mdpi.com/1424-8220/16/1/134/pdf?version=1453370971","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321873","display_name":"Ministero dell\u2019Istruzione, dell\u2019Universit\u00e0 e della Ricerca","ror":"https://ror.org/0166hxq48"},{"id":"https://openalex.org/F4320322794","display_name":"Universit\u00e0 degli Studi di Genova","ror":"https://ror.org/0107c5v14"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2258968934.pdf","grobid_xml":"https://content.openalex.org/works/W2258968934.grobid-xml"},"referenced_works_count":49,"referenced_works":["https://openalex.org/W740415","https://openalex.org/W652877236","https://openalex.org/W1480495835","https://openalex.org/W1517160304","https://openalex.org/W1981467401","https://openalex.org/W1988110563","https://openalex.org/W2005700828","https://openalex.org/W2010163891","https://openalex.org/W2010961767","https://openalex.org/W2013987681","https://openalex.org/W2021761995","https://openalex.org/W2023316991","https://openalex.org/W2030254544","https://openalex.org/W2032399631","https://openalex.org/W2032802664","https://openalex.org/W2040106495","https://openalex.org/W2053146652","https://openalex.org/W2056873772","https://openalex.org/W2063074845","https://openalex.org/W2074784720","https://openalex.org/W2076266873","https://openalex.org/W2090886456","https://openalex.org/W2094523840","https://openalex.org/W2098214051","https://openalex.org/W2099222162","https://openalex.org/W2101901432","https://openalex.org/W2109507061","https://openalex.org/W2111105480","https://openalex.org/W2112711387","https://openalex.org/W2114667458","https://openalex.org/W2116496166","https://openalex.org/W2120785797","https://openalex.org/W2125838338","https://openalex.org/W2127095067","https://openalex.org/W2132279149","https://openalex.org/W2132549764","https://openalex.org/W2134917076","https://openalex.org/W2141722132","https://openalex.org/W2142733432","https://openalex.org/W2143813892","https://openalex.org/W2147406756","https://openalex.org/W2153635508","https://openalex.org/W2156909104","https://openalex.org/W2167491633","https://openalex.org/W2237739092","https://openalex.org/W2292714322","https://openalex.org/W2294028972","https://openalex.org/W2606710341","https://openalex.org/W4230674625"],"related_works":["https://openalex.org/W2018184520","https://openalex.org/W2538892584","https://openalex.org/W2091018038","https://openalex.org/W4402392135","https://openalex.org/W3082879976","https://openalex.org/W1989734657","https://openalex.org/W4226004263","https://openalex.org/W4210601529","https://openalex.org/W2528228280","https://openalex.org/W2757733761"],"abstract_inverted_index":{"Machine":[0],"learning":[1],"methods":[2],"have":[3],"been":[4],"widely":[5],"used":[6],"for":[7,35],"gait":[8,49,128,136],"assessment":[9,129],"through":[10],"the":[11,20,36,43,110,127],"estimation":[12],"of":[13,22,38,105],"spatio-temporal":[14],"parameters.":[15],"As":[16],"a":[17,30,93],"further":[18],"step,":[19],"objective":[21],"this":[23],"work":[24],"is":[25,126],"to":[26,109,125,133],"propose":[27],"and":[28,58,61,74,85,90,101,117],"validate":[29],"general":[31],"probabilistic":[32],"modeling":[33],"approach":[34],"classification":[37],"different":[39],"pathological":[40,54],"gaits.":[41],"Specifically,":[42],"presented":[44],"methodology":[45],"was":[46,99,107],"tested":[47],"on":[48,52],"data":[50,66],"recorded":[51],"two":[53],"populations":[55],"(Huntington's":[56],"disease":[57],"post-stroke":[59],"subjects)":[60],"healthy":[62],"elderly":[63],"controls":[64],"using":[65],"from":[67,79],"inertial":[68],"measurement":[69],"units":[70],"placed":[71],"at":[72],"shank":[73],"waist.":[75],"By":[76],"extracting":[77],"features":[78],"group-specific":[80],"Hidden":[81],"Markov":[82],"Models":[83],"(HMMs)":[84],"signal":[86],"information":[87],"in":[88,130],"time":[89],"frequency":[91],"domain,":[92],"Support":[94],"Vector":[95],"Machines":[96],"classifier":[97],"(SVM)":[98],"designed":[100],"validated.":[102],"The":[103,120],"90.5%":[104],"subjects":[106],"assigned":[108],"right":[111],"group":[112],"after":[113],"leave-one-subject-out":[114],"cross":[115],"validation":[116],"majority":[118],"voting.":[119],"long-term":[121],"goal":[122],"we":[123],"point":[124],"everyday":[131],"life":[132],"early":[134],"detect":[135],"alterations.":[137]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":43},{"year":2022,"cited_by_count":34},{"year":2021,"cited_by_count":35},{"year":2020,"cited_by_count":30},{"year":2019,"cited_by_count":25},{"year":2018,"cited_by_count":21},{"year":2017,"cited_by_count":11},{"year":2016,"cited_by_count":6}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
