{"id":"https://openalex.org/W2989760291","doi":null,"title":"Machine learning approach for foot-side classification using a single wearable sensor","display_name":"Machine learning approach for foot-side classification using a single wearable sensor","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2989760291","mag":"2989760291"},"language":"en","primary_location":{"id":"pmh:oai:aisel.aisnet.org:icis2019-1131","doi":null,"is_oa":false,"landing_page_url":"https://aisel.aisnet.org/icis2019/is_health/is_health/6","pdf_url":null,"source":{"id":"https://openalex.org/S30879505","display_name":"Journal of the Association for Information Systems","issn_l":"1536-9323","issn":["1536-9323"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a-star","anvur-scientific","cwts-core","dongbi-a","fnege-1","jufo-3","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310321080","host_organization_name":"Association for Information Systems","host_organization_lineage":["https://openalex.org/P4310321080"],"host_organization_lineage_names":["Association for Information Systems"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ICIS 2019 Proceedings","raw_type":"text"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"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/A5090481958","display_name":"Jungyeon Choi","orcid":"https://orcid.org/0000-0001-9612-3029","observed_orcids":["https://orcid.org/0000-0001-9612-3029"]},"institutions":[{"id":"https://openalex.org/I122266389","display_name":"University of Nebraska at Omaha","ror":"https://ror.org/04yrkc140","country_code":"US","type":"education","lineage":["https://openalex.org/I122266389"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jungyeon Choi","raw_affiliation_strings":["University of Nebraska, . Omaha"],"raw_orcid":"https://orcid.org/0000-0001-9612-3029","affiliations":[{"raw_affiliation_string":"University of Nebraska, . Omaha","institution_ids":["https://openalex.org/I122266389"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112484066","display_name":"Jong Hoon Youn","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jong Hoon Youn","raw_affiliation_strings":["Computer Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science","institution_ids":[]}]},{"author_position":"last","author":{"id":null,"display_name":"Christian Haas","orcid":"https://orcid.org/0000-0002-7674-3500","observed_orcids":["https://orcid.org/0000-0002-7674-3500"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Christian Haas","raw_affiliation_strings":["Information Systems & Quantitative Analysis"],"raw_orcid":"https://orcid.org/0000-0002-7674-3500","affiliations":[{"raw_affiliation_string":"Information Systems & Quantitative Analysis","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3128,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.50929476,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12740","display_name":"Gait Recognition and Analysis","score":0.5634999871253967,"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":0.5634999871253967,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.4027999937534332,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.005900000222027302,"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-analysis","display_name":"gait analysis","score":0.9679999947547913},{"id":"https://openalex.org/keywords/wearable-sensors","display_name":"wearable sensors","score":0.7749999761581421},{"id":"https://openalex.org/keywords/accelerometer-data","display_name":"accelerometer data","score":0.7419999837875366},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.8970000147819519},{"id":"https://openalex.org/keywords/health-monitoring","display_name":"health monitoring","score":0.7319999933242798}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7818118333816528},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6810596585273743},{"id":"https://openalex.org/C115076146","wikidata":"https://www.wikidata.org/wiki/Q1651051","display_name":"Foot (prosody)","level":2,"score":0.6343606114387512},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4969947636127472},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.42300453782081604},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38298463821411133},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.360281765460968},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3362905979156494},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.20847371220588684},{"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}],"mesh":[],"locations_count":5,"locations":[{"id":"pmh:oai:aisel.aisnet.org:icis2019-1131","doi":null,"is_oa":false,"landing_page_url":"https://aisel.aisnet.org/icis2019/is_health/is_health/6","pdf_url":null,"source":{"id":"https://openalex.org/S30879505","display_name":"Journal of the Association for Information Systems","issn_l":"1536-9323","issn":["1536-9323"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a-star","anvur-scientific","cwts-core","dongbi-a","fnege-1","jufo-3","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310321080","host_organization_name":"Association for Information Systems","host_organization_lineage":["https://openalex.org/P4310321080"],"host_organization_lineage_names":["Association for Information Systems"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ICIS 2019 Proceedings","raw_type":"text"},{"id":"pmh:oai:aisel.aisnet.org:icis2019-1465","doi":null,"is_oa":false,"landing_page_url":"https://aisel.aisnet.org/icis2019/is_health/is_health/35","pdf_url":null,"source":{"id":"https://openalex.org/S30879505","display_name":"Journal of the Association for Information Systems","issn_l":"1536-9323","issn":["1536-9323"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a-star","anvur-scientific","cwts-core","dongbi-a","fnege-1","jufo-3","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310321080","host_organization_name":"Association for Information Systems","host_organization_lineage":["https://openalex.org/P4310321080"],"host_organization_lineage_names":["Association for Information Systems"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ICIS 2019 Proceedings","raw_type":"text"},{"id":"pmh:oai:aisel.aisnet.org:icis2019-1671","doi":null,"is_oa":false,"landing_page_url":"https://aisel.aisnet.org/icis2019/is_health/is_health/6","pdf_url":null,"source":{"id":"https://openalex.org/S30879505","display_name":"Journal of the Association for Information Systems","issn_l":"1536-9323","issn":["1536-9323"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a-star","anvur-scientific","cwts-core","dongbi-a","fnege-1","jufo-3","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310321080","host_organization_name":"Association for Information Systems","host_organization_lineage":["https://openalex.org/P4310321080"],"host_organization_lineage_names":["Association for Information Systems"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ICIS 2019 Proceedings","raw_type":"text"},{"id":"pmh:oai:research.wu.ac.at:openaire_cris_publications/953f4243-981f-4cf9-bef2-a011670ae46e","doi":null,"is_oa":false,"landing_page_url":"https://research.wu.ac.at/de/publications/953f4243-981f-4cf9-bef2-a011670ae46e","pdf_url":null,"source":{"id":"https://openalex.org/S7407055123","display_name":"WU Research","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Choi, J, Youn, J-H & Haas, C 2019, Machine Learning Approach for Foot-side Classification using a Single Wearable Sensor. in AIS (ed.), International Conference on Information Systems (ICIS) 2019. Munich, Germany, pp. 1 - 8.","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"mag:2989760291","doi":null,"is_oa":false,"landing_page_url":"https://aisel.aisnet.org/cgi/viewcontent.cgi?article=1671&context=icis2019","pdf_url":null,"source":{"id":"https://openalex.org/S4306419566","display_name":"International Conference on Information Systems","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"International Conference on Information Systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.6240000128746033}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4200012159","https://openalex.org/W3116617794","https://openalex.org/W1859425508","https://openalex.org/W4401265151","https://openalex.org/W2944181432","https://openalex.org/W7120345079","https://openalex.org/W2091687195","https://openalex.org/W4388775023","https://openalex.org/W7222186741","https://openalex.org/W3110006585"],"abstract_inverted_index":{"Gait":[0],"analysis":[1,40],"is":[2,22,41,48,131],"a":[3,62,87,99,128],"common":[4],"technique":[5],"used":[6],"to":[7,11,49,97,136,143],"identify":[8],"problems":[9],"related":[10],"movement":[12],"and":[13,19,36,53,84,133],"posture":[14],"in":[15,86],"people":[16],"with":[17,75,113],"injuries,":[18],"foot-side":[20,100,125],"detection":[21],"one":[23],"of":[24,45],"its":[25],"important":[26],"challenges.":[27],"As":[28],"many":[29],"commercial":[30],"sensors":[31],"only":[32],"provide":[33],"limited":[34],"information":[35],"traditional":[37],"lab-based":[38],"gait":[39],"expensive,":[42],"the":[43,117],"aim":[44],"this":[46,68],"study":[47,72],"discriminate":[50],"between":[51],"left":[52],"right":[54],"foot":[55],"steps":[56],"based":[57],"on":[58,81],"acceleration":[59,103],"data":[60],"from":[61,101],"single":[63,129],"chest-worn":[64],"accelerometer.":[65],"To":[66],"achieve":[67],"goal,":[69],"an":[70,79,138],"experimental":[71],"was":[73],"conducted":[74],"25":[76],"participants":[77],"wearing":[78],"accelerometer":[80],"their":[82],"chest":[83],"walking":[85],"static":[88],"environment.":[89],"Several":[90],"machine":[91,106],"learning":[92,107],"(ML)":[93],"classifiers":[94,108],"were":[95],"trained":[96],"detect":[98],"collected":[102],"data.":[104],"All":[105],"achieved":[109],"high":[110],"classification":[111,126],"accuracy,":[112],"Random":[114],"Forest":[115],"providing":[116],"best":[118],"results.":[119],"This":[120],"result":[121],"shows":[122],"that":[123],"ML-based":[124],"using":[127],"sensor":[130],"achievable":[132],"can":[134],"contribute":[135],"develop":[137],"efficient":[139],"health":[140],"monitoring":[141],"system":[142],"track":[144],"lower":[145],"limb\u2019s":[146],"problems.":[147]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2019-12-05T00:00:00"}
