{"id":"https://openalex.org/W2891917920","doi":"https://doi.org/10.1109/icsens.2018.8589797","title":"Hierarchical Classification on Multimodal Sensing for Human Activity Recogintion and Fall Detection","display_name":"Hierarchical Classification on Multimodal Sensing for Human Activity Recogintion and Fall Detection","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2891917920","doi":"https://doi.org/10.1109/icsens.2018.8589797","mag":"2891917920"},"language":"en","primary_location":{"id":"doi:10.1109/icsens.2018.8589797","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsens.2018.8589797","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE SENSORS","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100669173","display_name":"Haobo Li","orcid":"https://orcid.org/0000-0002-8464-9565"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Haobo Li","raw_affiliation_strings":["School of Engineering, University of Glasgow, Glasgow, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, University of Glasgow, Glasgow, United Kingdom","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101988882","display_name":"Aman Shrestha","orcid":"https://orcid.org/0000-0003-3138-8784"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Aman Shrestha","raw_affiliation_strings":["School of Engineering, University of Glasgow, Glasgow, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, University of Glasgow, Glasgow, United Kingdom","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007936497","display_name":"Francesco Fioranelli","orcid":"https://orcid.org/0000-0001-8254-8093"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Francesco Fioranelli","raw_affiliation_strings":["School of Engineering, University of Glasgow, Glasgow, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, University of Glasgow, Glasgow, United Kingdom","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081575779","display_name":"Julien Le Kernec","orcid":"https://orcid.org/0000-0003-2124-6803"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Julien Le Kernec","raw_affiliation_strings":["School of Engineering, University of Glasgow, Glasgow, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, University of Glasgow, Glasgow, United Kingdom","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100700922","display_name":"Hadi Heidari","orcid":"https://orcid.org/0000-0001-8412-8164"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hadi Heidari","raw_affiliation_strings":["School of Engineering, University of Glasgow, Glasgow, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, University of Glasgow, Glasgow, United Kingdom","institution_ids":["https://openalex.org/I7882870"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.212,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.56234959,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9995999932289124,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9952999949455261,"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/T12740","display_name":"Gait Recognition and Analysis","score":0.9896000027656555,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7945739030838013},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.704667866230011},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6544234156608582},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5933002233505249},{"id":"https://openalex.org/keywords/hierarchy","display_name":"Hierarchy","score":0.5897105932235718},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5698788166046143},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5329063534736633},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44843241572380066},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.44081950187683105}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7945739030838013},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.704667866230011},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6544234156608582},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5933002233505249},{"id":"https://openalex.org/C31170391","wikidata":"https://www.wikidata.org/wiki/Q188619","display_name":"Hierarchy","level":2,"score":0.5897105932235718},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5698788166046143},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5329063534736633},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44843241572380066},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.44081950187683105},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C34447519","wikidata":"https://www.wikidata.org/wiki/Q179522","display_name":"Market economy","level":1,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/icsens.2018.8589797","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsens.2018.8589797","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE SENSORS","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.gla.ac.uk:167725","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceedings"},{"id":"pmh:oai:discovery.dundee.ac.uk:openaire_cris_publications/3ed1c443-fe64-4808-8c60-5af84c398954","is_oa":false,"landing_page_url":"https://discovery.dundee.ac.uk/en/publications/3ed1c443-fe64-4808-8c60-5af84c398954","pdf_url":null,"source":{"id":"https://openalex.org/S4306400523","display_name":"Discovery Research Portal (University of Dundee)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177639307","host_organization_name":"University of Dundee","host_organization_lineage":["https://openalex.org/I177639307"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Li, H, Shrestha, A, Fioranelli, F, Le Kernec, J & Heidari, H 2018, Hierarchical Classification on Multimodal Sensing for Human Activity Recogintion and Fall Detection. in 2018 Ieee Sensors proceedings. IEEE, pp. 1059-1062, 17th IEEE Sensors Conference 2018, New Delhi, India, 28/10/18. https://doi.org/10.1109/ICSENS.2018.8589797","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:eprints.gla.ac.uk:167725","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceedings"},"sustainable_development_goals":[{"score":0.5299999713897705,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"},{"score":0.4399999976158142,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G1175365855","display_name":null,"funder_award_id":"EP/R041679/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1507216665","https://openalex.org/W2012227652","https://openalex.org/W2120879336","https://openalex.org/W2131368080","https://openalex.org/W2142679691","https://openalex.org/W2249376573","https://openalex.org/W2350054051","https://openalex.org/W2608971679","https://openalex.org/W2625822060","https://openalex.org/W2765198464","https://openalex.org/W2791636814","https://openalex.org/W2801902394"],"related_works":["https://openalex.org/W3195649134","https://openalex.org/W2365264209","https://openalex.org/W962203960","https://openalex.org/W2281498195","https://openalex.org/W2026999166","https://openalex.org/W2090763504","https://openalex.org/W1996802783","https://openalex.org/W2117913171","https://openalex.org/W3105278570","https://openalex.org/W2582769230"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"initial":[3],"results":[4,60],"on":[5],"the":[6,19,46,52,82,98],"usage":[7],"of":[8,21,41,51,85,101],"hierarchical":[9,102],"classification":[10,87],"for":[11],"human":[12],"activities":[13,47],"discrimination":[14],"and":[15,35,56,77],"fall":[16],"detection":[17],"in":[18,44,48,61,73,97],"context":[20],"assisted":[22],"living.":[23],"Multimodal":[24],"sensing":[25],"is":[26,69,88],"proposed":[27],"by":[28],"combining":[29],"data":[30],"from":[31],"a":[32,36,65],"wearable":[33],"device":[34],"radar":[37],"system.":[38],"The":[39],"effect":[40],"different":[42],"approaches":[43],"selecting":[45],"each":[49],"sub-group":[50],"hierarchy":[53],"are":[54],"explored":[55],"reported":[57],"as":[58],"preliminary":[59],"this":[62],"work,":[63],"while":[64],"more":[66],"detailed":[67],"investigation":[68],"undergoing.":[70],"1.2-2.2%":[71],"improvement":[72,91],"accuracy":[74],"with":[75,81],"SVM":[76],"DL":[78],"classifiers":[79],"compared":[80],"conventional":[83],"case":[84],"activity":[86],"reported;":[89],"subsequent":[90],"(1.6%)":[92],"occurs":[93],"when":[94],"using":[95],"SVM-SFS":[96],"second":[99],"stage":[100],"classification.":[103]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2019,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}