{"id":"https://openalex.org/W1562691756","doi":"https://doi.org/10.1109/memea.2015.7145172","title":"Gait feature analysis of polyneuropathy patients","display_name":"Gait feature analysis of polyneuropathy patients","publication_year":2015,"publication_date":"2015-05-01","ids":{"openalex":"https://openalex.org/W1562691756","doi":"https://doi.org/10.1109/memea.2015.7145172","mag":"1562691756"},"language":"en","primary_location":{"id":"doi:10.1109/memea.2015.7145172","is_oa":false,"landing_page_url":"https://doi.org/10.1109/memea.2015.7145172","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE International Symposium on Medical Measurements and Applications (MeMeA) Proceedings","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/A5068433697","display_name":"Xingchen Wang","orcid":"https://orcid.org/0000-0001-5316-789X"},"institutions":[{"id":"https://openalex.org/I4210157642","display_name":"Institute of Automation","ror":"https://ror.org/056qj1t15","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210157642","https://openalex.org/I78650965"]},{"id":"https://openalex.org/I180437899","display_name":"University of Bremen","ror":"https://ror.org/04ers2y35","country_code":"DE","type":"education","lineage":["https://openalex.org/I180437899"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Xingchen Wang","raw_affiliation_strings":["University of Bremen/Institute of Automation, Bremen, Germany","University of Bremen/Institute of Automation, Germany"],"affiliations":[{"raw_affiliation_string":"University of Bremen/Institute of Automation, Bremen, Germany","institution_ids":["https://openalex.org/I180437899","https://openalex.org/I4210157642"]},{"raw_affiliation_string":"University of Bremen/Institute of Automation, Germany","institution_ids":["https://openalex.org/I4210157642","https://openalex.org/I180437899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034515151","display_name":"Olena Kuzmicheva","orcid":null},"institutions":[{"id":"https://openalex.org/I180437899","display_name":"University of Bremen","ror":"https://ror.org/04ers2y35","country_code":"DE","type":"education","lineage":["https://openalex.org/I180437899"]},{"id":"https://openalex.org/I4210157642","display_name":"Institute of Automation","ror":"https://ror.org/056qj1t15","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210157642","https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Olena Kuzmicheva","raw_affiliation_strings":["University of Bremen/Institute of Automation, Bremen, Germany","University of Bremen/Institute of Automation, Germany"],"affiliations":[{"raw_affiliation_string":"University of Bremen/Institute of Automation, Bremen, Germany","institution_ids":["https://openalex.org/I180437899","https://openalex.org/I4210157642"]},{"raw_affiliation_string":"University of Bremen/Institute of Automation, Germany","institution_ids":["https://openalex.org/I4210157642","https://openalex.org/I180437899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064157911","display_name":"Matthias Spranger","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Matthias Spranger","raw_affiliation_strings":["Neurological Rehabilitation Center, Friedehorst, Bremen, Germany"],"affiliations":[{"raw_affiliation_string":"Neurological Rehabilitation Center, Friedehorst, Bremen, Germany","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035559854","display_name":"Axel Gr\u00e4ser","orcid":null},"institutions":[{"id":"https://openalex.org/I4210157642","display_name":"Institute of Automation","ror":"https://ror.org/056qj1t15","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210157642","https://openalex.org/I78650965"]},{"id":"https://openalex.org/I180437899","display_name":"University of Bremen","ror":"https://ror.org/04ers2y35","country_code":"DE","type":"education","lineage":["https://openalex.org/I180437899"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Axel Graser","raw_affiliation_strings":["University of Bremen/Institute of Automation, Bremen, Germany","University of Bremen/Institute of Automation, Germany"],"affiliations":[{"raw_affiliation_string":"University of Bremen/Institute of Automation, Bremen, Germany","institution_ids":["https://openalex.org/I180437899","https://openalex.org/I4210157642"]},{"raw_affiliation_string":"University of Bremen/Institute of Automation, Germany","institution_ids":["https://openalex.org/I4210157642","https://openalex.org/I180437899"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5068433697"],"corresponding_institution_ids":["https://openalex.org/I180437899","https://openalex.org/I4210157642"],"apc_list":null,"apc_paid":null,"fwci":0.6157,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.68112187,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"31","issue":null,"first_page":"58","last_page":"63"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11097","display_name":"Cerebral Palsy and Movement Disorders","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T11097","display_name":"Cerebral Palsy and Movement Disorders","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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":0.9829000234603882,"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"}},{"id":"https://openalex.org/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.982699990272522,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.725162148475647},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6818188428878784},{"id":"https://openalex.org/keywords/gait-analysis","display_name":"Gait analysis","score":0.6128239035606384},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.596621572971344},{"id":"https://openalex.org/keywords/biometrics","display_name":"Biometrics","score":0.5903380513191223},{"id":"https://openalex.org/keywords/kinematics","display_name":"Kinematics","score":0.5578780174255371},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5370997190475464},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49380072951316833},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4889715909957886},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4536319971084595},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.44916751980781555},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.2173784077167511},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1695481538772583}],"concepts":[{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.725162148475647},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6818188428878784},{"id":"https://openalex.org/C173906292","wikidata":"https://www.wikidata.org/wiki/Q1493441","display_name":"Gait analysis","level":3,"score":0.6128239035606384},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.596621572971344},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.5903380513191223},{"id":"https://openalex.org/C39920418","wikidata":"https://www.wikidata.org/wiki/Q11476","display_name":"Kinematics","level":2,"score":0.5578780174255371},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5370997190475464},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49380072951316833},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4889715909957886},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4536319971084595},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.44916751980781555},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.2173784077167511},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1695481538772583},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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/memea.2015.7145172","is_oa":false,"landing_page_url":"https://doi.org/10.1109/memea.2015.7145172","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE International Symposium on Medical Measurements and Applications (MeMeA) Proceedings","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.6899999976158142,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W73496765","https://openalex.org/W1528140509","https://openalex.org/W1593014412","https://openalex.org/W1605708511","https://openalex.org/W1968056506","https://openalex.org/W1987597723","https://openalex.org/W1996664525","https://openalex.org/W1999597518","https://openalex.org/W2001599038","https://openalex.org/W2018583027","https://openalex.org/W2027176182","https://openalex.org/W2045494141","https://openalex.org/W2054107585","https://openalex.org/W2054501953","https://openalex.org/W2060452535","https://openalex.org/W2060897896","https://openalex.org/W2074729096","https://openalex.org/W2084347472","https://openalex.org/W2095513541","https://openalex.org/W2121203842","https://openalex.org/W2128612486","https://openalex.org/W2136640984","https://openalex.org/W2154238978","https://openalex.org/W2154642364","https://openalex.org/W4281741918","https://openalex.org/W6602972493"],"related_works":["https://openalex.org/W3185413894","https://openalex.org/W1905194803","https://openalex.org/W2137411393","https://openalex.org/W1923394858","https://openalex.org/W2133973503","https://openalex.org/W2471060339","https://openalex.org/W2148547327","https://openalex.org/W4226236273","https://openalex.org/W2125892956","https://openalex.org/W2790560349"],"abstract_inverted_index":{"Polyneuropathy":[0],"(PNP)":[1],"and":[2,49,66,79,106,124,132,206,228,245],"aging":[3],"both":[4,46],"bring":[5],"changes":[6],"to":[7,40,160],"the":[8,15,42,97,107,133,142,162,171,177,182,192,199,212,216,225,229,236],"walking":[9],"pattern":[10],"of":[11,18,85,100,114,130,144,164,186,203,221,242],"elderly":[12],"people.":[13],"However,":[14],"identification":[16],"methods":[17],"PNP":[19],"from":[20,27,45,137],"gait":[21,44,52,61,86],"patterns":[22],"were":[23,68,110,139],"not":[24],"sufficiently":[25],"investigated":[26],"a":[28,120,145],"technical":[29],"perspective.":[30],"In":[31],"this":[32],"study":[33],"an":[34],"automated":[35],"classification":[36,201],"method":[37,154],"was":[38,64,117,158,174,232],"developed":[39],"discriminate":[41],"neuropathic":[43],"young":[47],"healthy":[48,51],"old":[50,78],"using":[53,235],"artificial":[54],"neural":[55,147],"network":[56,148],"(ANN).":[57],"A":[58,150],"robust":[59],"markerless":[60],"detection":[62],"system":[63],"employed":[65,118],"experiments":[67],"conducted":[69],"in":[70,94,103,181,195],"normal":[71],"clinical":[72],"conditions":[73],"on":[74],"10":[75,77,80],"young,":[76],"neuropathy":[81],"patients.":[82],"Four":[83],"types":[84],"features,":[87,90],"namely":[88],"temporal":[89],"kinematic":[91,193],"joint":[92,101],"trajectories":[93],"time":[95,196],"domain,":[96,105],"Fourier":[98],"transform":[99],"angles":[102],"frequency":[104],"symmetry":[108],"indexes,":[109],"extracted.":[111],"One-way":[112],"analysis":[113,122],"variance":[115],"(ANOVA)":[116],"as":[119,141],"statistical":[121],"tool":[123],"feature":[125,188],"selection":[126],"method.":[127],"Each":[128],"type":[129],"features":[131,135,194,214,222,239],"selected":[134,237],"obtained":[136],"ANOVA":[138],"served":[140],"input":[143],"two-layer-feed-forward":[146],"separately.":[149],"twofold":[151],"cross":[152],"validation":[153,173],"with":[155,240],"enhanced":[156],"generalization":[157],"utilized":[159],"evaluate":[161],"accuracy":[163],"classification.":[165],"The":[166,184],"ground":[167],"truth":[168],"information":[169],"for":[170,208],"result":[172],"provided":[175],"by":[176,234],"medical":[178],"experts":[179],"involved":[180],"study.":[183],"outcome":[185],"individual":[187],"set":[189],"showed":[190],"that":[191],"domain":[197],"reached":[198],"highest":[200],"accuracies":[202,241],"94.2%,":[204],"94.8%":[205,207],"three":[209],"classes,":[210],"while":[211],"symmetric":[213],"yielded":[215],"lowest.":[217],"Combining":[218],"two":[219],"sets":[220],"can":[223],"improve":[224],"performance":[226,231],"slightly":[227],"best":[230],"achieved":[233],"significant":[238],"96.2%,":[243],"97.0%":[244],"96.9%":[246],"respectively.":[247]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
