{"id":"https://openalex.org/W2999817692","doi":"https://doi.org/10.1109/icmlc48188.2019.8949256","title":"An Accelerometer Based Gait Analysis System to Detect Gait Abnormalities in Cerebralspinal Meningitis Patients","display_name":"An Accelerometer Based Gait Analysis System to Detect Gait Abnormalities in Cerebralspinal Meningitis Patients","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2999817692","doi":"https://doi.org/10.1109/icmlc48188.2019.8949256","mag":"2999817692"},"language":"en","primary_location":{"id":"doi:10.1109/icmlc48188.2019.8949256","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmlc48188.2019.8949256","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Conference on Machine Learning and Cybernetics (ICMLC)","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/A5080200346","display_name":"Tung-Hua Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I118292597","display_name":"National Taipei University of Technology","ror":"https://ror.org/00cn92c09","country_code":"TW","type":"education","lineage":["https://openalex.org/I118292597"]},{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Tung-Hua Yu","raw_affiliation_strings":["National Taipei University of Technology,Department of Electrical Engineering,Taiwan,10608","Department of Electrical Engineering, National Taipei University of Technology, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taipei University of Technology,Department of Electrical Engineering,Taiwan,10608","institution_ids":["https://openalex.org/I118292597","https://openalex.org/I154864474"]},{"raw_affiliation_string":"Department of Electrical Engineering, National Taipei University of Technology, Taiwan","institution_ids":["https://openalex.org/I118292597"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109347795","display_name":"Chao-Cheng Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I118292597","display_name":"National Taipei University of Technology","ror":"https://ror.org/00cn92c09","country_code":"TW","type":"education","lineage":["https://openalex.org/I118292597"]},{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chao-Cheng Wu","raw_affiliation_strings":["National Taipei University of Technology,Department of Electrical Engineering,Taiwan,10608","Department of Electrical Engineering, National Taipei University of Technology, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taipei University of Technology,Department of Electrical Engineering,Taiwan,10608","institution_ids":["https://openalex.org/I118292597","https://openalex.org/I154864474"]},{"raw_affiliation_string":"Department of Electrical Engineering, National Taipei University of Technology, Taiwan","institution_ids":["https://openalex.org/I118292597"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9775,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.75165486,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12740","display_name":"Gait Recognition and Analysis","score":0.9962999820709229,"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"}},"topics":[{"id":"https://openalex.org/T12740","display_name":"Gait Recognition and Analysis","score":0.9962999820709229,"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/T10925","display_name":"Spinal Cord Injury Research","score":0.9721999764442444,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic Medicine"},"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/T10861","display_name":"Ear Surgery and Otitis Media","score":0.9365000128746033,"subfield":{"id":"https://openalex.org/subfields/2733","display_name":"Otorhinolaryngology"},"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":0.7102402448654175},{"id":"https://openalex.org/keywords/stride","display_name":"STRIDE","score":0.7076045870780945},{"id":"https://openalex.org/keywords/accelerometer","display_name":"Accelerometer","score":0.6780213713645935},{"id":"https://openalex.org/keywords/gait-analysis","display_name":"Gait analysis","score":0.6081014275550842},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.46474286913871765},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.462272971868515},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.44864094257354736},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.42541569471359253},{"id":"https://openalex.org/keywords/gait-cycle","display_name":"Gait cycle","score":0.42396941781044006},{"id":"https://openalex.org/keywords/kurtosis","display_name":"Kurtosis","score":0.41680940985679626},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36749839782714844},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3408043682575226},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27087295055389404},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2578807473182678},{"id":"https://openalex.org/keywords/kinematics","display_name":"Kinematics","score":0.17922186851501465},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.12574368715286255}],"concepts":[{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.7102402448654175},{"id":"https://openalex.org/C18007350","wikidata":"https://www.wikidata.org/wiki/Q7394815","display_name":"STRIDE","level":2,"score":0.7076045870780945},{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.6780213713645935},{"id":"https://openalex.org/C173906292","wikidata":"https://www.wikidata.org/wiki/Q1493441","display_name":"Gait analysis","level":3,"score":0.6081014275550842},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46474286913871765},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.462272971868515},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.44864094257354736},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.42541569471359253},{"id":"https://openalex.org/C2985215115","wikidata":"https://www.wikidata.org/wiki/Q22305006","display_name":"Gait cycle","level":3,"score":0.42396941781044006},{"id":"https://openalex.org/C166963901","wikidata":"https://www.wikidata.org/wiki/Q287251","display_name":"Kurtosis","level":2,"score":0.41680940985679626},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36749839782714844},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3408043682575226},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27087295055389404},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2578807473182678},{"id":"https://openalex.org/C39920418","wikidata":"https://www.wikidata.org/wiki/Q11476","display_name":"Kinematics","level":2,"score":0.17922186851501465},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.12574368715286255},{"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmlc48188.2019.8949256","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmlc48188.2019.8949256","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Conference on Machine Learning and Cybernetics (ICMLC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.5400000214576721},{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.4300000071525574}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1970493599","https://openalex.org/W2002236678","https://openalex.org/W2007221293","https://openalex.org/W2014876787","https://openalex.org/W2020645210","https://openalex.org/W2155952367","https://openalex.org/W2159816623","https://openalex.org/W2528874286","https://openalex.org/W4244494905","https://openalex.org/W4252735673"],"related_works":["https://openalex.org/W1557333606","https://openalex.org/W2040601310","https://openalex.org/W4317183107","https://openalex.org/W2549172904","https://openalex.org/W2147467411","https://openalex.org/W4312975234","https://openalex.org/W2139969703","https://openalex.org/W2390631805","https://openalex.org/W1983922118","https://openalex.org/W2134815295"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposed":[2,17,120,173],"a":[3,22],"gait":[4,14,28,43,121,174],"analysis":[5,122,175],"system":[6,18,123,176],"to":[7,25,70,111,152,181],"detect":[8],"abnormal":[9,88],"gaits":[10,89],"based":[11,90],"on":[12,91],"each":[13,42,63,75],"cycle.":[15],"The":[16,33,53,115,128,172],"took":[19],"advantage":[20],"of":[21,85,141,168,187],"tri-axial":[23],"accelerometer":[24],"collect":[26],"the":[27,46,95,113,119,132,150,154,193],"signals":[29,35],"in":[30,145,159,192],"three":[31],"dimensions.":[32],"collected":[34],"were":[36,60,107],"divided":[37],"into":[38],"four":[39],"intervals":[40],"for":[41,62,74,83,166],"cycle,":[44],"including":[45],"step,":[47],"swing,":[48],"stance":[49],"phase,":[50],"and":[51,56,87,139,157],"stride.":[52],"time":[54],"domain":[55,58],"time-frequency":[57],"features":[59,93],"generated":[61],"interval.":[64,147],"Later,":[65],"Fisher":[66,97],"score":[67],"was":[68],"calculated":[69],"determine":[71],"discrimination":[72],"ability":[73],"feature.":[76],"Support":[77],"Vector":[78],"Machine":[79],"would":[80],"be":[81,179],"trained":[82],"classification":[84],"normal":[86],"selected":[92],"with":[94,131],"highest":[96],"scores.":[98],"Cerebralspinal":[99],"Meningitis":[100],"(CSM)":[101],"patients":[102],"with/without":[103],"spinal":[104,169],"cord":[105,170],"edema":[106],"used":[108],"as":[109],"samples":[110,189],"conduct":[112],"experiments.":[114],"results":[116],"demonstrated":[117],"that":[118],"could":[124,177],"provide":[125],"90%":[126],"accuracy.":[127],"feature":[129],"subset":[130],"best":[133],"accuracy":[134],"includes":[135],"kurtosis,":[136],"crest":[137],"factor,":[138],"mean":[140],"lateral":[142],"acceleration":[143],"data":[144],"stride":[146,160],"It":[148],"implied":[149],"force":[151],"make":[153],"body":[155],"left":[156],"right":[158],"interval":[161],"is":[162],"an":[163],"critical":[164],"indicator":[165],"diagnosis":[167],"edema.":[171],"further":[178],"extended":[180],"more":[182],"symptoms":[183],"if":[184],"other":[185],"sets":[186],"training":[188],"are":[190],"available":[191],"future.":[194]},"counts_by_year":[{"year":2021,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}