{"id":"https://openalex.org/W4410294931","doi":"https://doi.org/10.26599/bdma.2025.9020003","title":"Action Recognition in Real-World Ambient Assisted Living Environment","display_name":"Action Recognition in Real-World Ambient Assisted Living Environment","publication_year":2025,"publication_date":"2025-05-12","ids":{"openalex":"https://openalex.org/W4410294931","doi":"https://doi.org/10.26599/bdma.2025.9020003"},"language":"en","primary_location":{"id":"doi:10.26599/bdma.2025.9020003","is_oa":true,"landing_page_url":"https://doi.org/10.26599/bdma.2025.9020003","pdf_url":null,"source":{"id":"https://openalex.org/S4210209060","display_name":"Big Data Mining and Analytics","issn_l":"2096-0654","issn":["2096-0654"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311901","host_organization_name":"Tsinghua University Press","host_organization_lineage":["https://openalex.org/P4310311901"],"host_organization_lineage_names":["Tsinghua University Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data Mining and Analytics","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.26599/bdma.2025.9020003","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026008963","display_name":"Vincent Gbouna Zakka","orcid":"https://orcid.org/0000-0001-9360-0985"},"institutions":[{"id":"https://openalex.org/I169199633","display_name":"Aston University","ror":"https://ror.org/05j0ve876","country_code":"GB","type":"education","lineage":["https://openalex.org/I169199633"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Vincent Gbouna Zakka","raw_affiliation_strings":["School of Computer Science and Digital Technologies, Aston University,Birmingham,UK,B4 7ET"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Digital Technologies, Aston University,Birmingham,UK,B4 7ET","institution_ids":["https://openalex.org/I169199633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010005673","display_name":"Zhuangzhuang Dai","orcid":"https://orcid.org/0000-0002-6098-115X"},"institutions":[{"id":"https://openalex.org/I169199633","display_name":"Aston University","ror":"https://ror.org/05j0ve876","country_code":"GB","type":"education","lineage":["https://openalex.org/I169199633"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zhuangzhuang Dai","raw_affiliation_strings":["School of Computer Science and Digital Technologies, Aston University,Birmingham,UK,B4 7ET"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Digital Technologies, Aston University,Birmingham,UK,B4 7ET","institution_ids":["https://openalex.org/I169199633"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078013087","display_name":"Luis J. Manso","orcid":"https://orcid.org/0000-0003-2616-1120"},"institutions":[{"id":"https://openalex.org/I169199633","display_name":"Aston University","ror":"https://ror.org/05j0ve876","country_code":"GB","type":"education","lineage":["https://openalex.org/I169199633"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Luis J. Manso","raw_affiliation_strings":["Aston University,Applied Artificial Intelligence and Robotics Department,Birmingham,UK,B4 7ET"],"affiliations":[{"raw_affiliation_string":"Aston University,Applied Artificial Intelligence and Robotics Department,Birmingham,UK,B4 7ET","institution_ids":["https://openalex.org/I169199633"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5026008963"],"corresponding_institution_ids":["https://openalex.org/I169199633"],"apc_list":null,"apc_paid":null,"fwci":3.7207,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.92942958,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"8","issue":"4","first_page":"914","last_page":"932"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9817000031471252,"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":0.9817000031471252,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9779000282287598,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.960099995136261,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.5553876757621765},{"id":"https://openalex.org/keywords/assisted-living","display_name":"Assisted living","score":0.5268484354019165},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.38829338550567627},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.38088488578796387},{"id":"https://openalex.org/keywords/communication","display_name":"Communication","score":0.3212474584579468},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.25596341490745544},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11929485201835632},{"id":"https://openalex.org/keywords/gerontology","display_name":"Gerontology","score":0.07675746083259583},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07556125521659851}],"concepts":[{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.5553876757621765},{"id":"https://openalex.org/C3018552312","wikidata":"https://www.wikidata.org/wiki/Q315412","display_name":"Assisted living","level":2,"score":0.5268484354019165},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38829338550567627},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.38088488578796387},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.3212474584579468},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.25596341490745544},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11929485201835632},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.07675746083259583},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07556125521659851},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.26599/bdma.2025.9020003","is_oa":true,"landing_page_url":"https://doi.org/10.26599/bdma.2025.9020003","pdf_url":null,"source":{"id":"https://openalex.org/S4210209060","display_name":"Big Data Mining and Analytics","issn_l":"2096-0654","issn":["2096-0654"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311901","host_organization_name":"Tsinghua University Press","host_organization_lineage":["https://openalex.org/P4310311901"],"host_organization_lineage_names":["Tsinghua University Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data Mining and Analytics","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2503.23214","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2503.23214","pdf_url":"https://arxiv.org/pdf/2503.23214","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"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":null,"raw_type":"text"},{"id":"pmh:oai:publications.aston.ac.uk:47596","is_oa":true,"landing_page_url":"https://publications.aston.ac.uk/view/author/d72e746ee2e75df7d434fb208d08413a.html>","pdf_url":"https://publications.aston.ac.uk/id/eprint/47596/1/Action_Recognition_in_Real-World_Ambient_Assisted_Living_Environment.pdf","source":{"id":"https://openalex.org/S4306400483","display_name":"Aston Publications Explorer (Aston University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169199633","host_organization_name":"Aston University","host_organization_lineage":["https://openalex.org/I169199633"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:doaj.org/article:a8e03c7f8f324fb49cb8b19016d6c60c","is_oa":true,"landing_page_url":"https://doaj.org/article/a8e03c7f8f324fb49cb8b19016d6c60c","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Big Data Mining and Analytics, Vol 8, Iss 4, Pp 914-932 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.26599/bdma.2025.9020003","is_oa":true,"landing_page_url":"https://doi.org/10.26599/bdma.2025.9020003","pdf_url":null,"source":{"id":"https://openalex.org/S4210209060","display_name":"Big Data Mining and Analytics","issn_l":"2096-0654","issn":["2096-0654"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311901","host_organization_name":"Tsinghua University Press","host_organization_lineage":["https://openalex.org/P4310311901"],"host_organization_lineage_names":["Tsinghua University Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data Mining and Analytics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G244835239","display_name":null,"funder_award_id":"EPN036106/1","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":71,"referenced_works":["https://openalex.org/W846669277","https://openalex.org/W1950788856","https://openalex.org/W2043405049","https://openalex.org/W2054041160","https://openalex.org/W2110819057","https://openalex.org/W2155806937","https://openalex.org/W2184544926","https://openalex.org/W2467634805","https://openalex.org/W2593146028","https://openalex.org/W2778523960","https://openalex.org/W2802979841","https://openalex.org/W2917852278","https://openalex.org/W2940457086","https://openalex.org/W2945143046","https://openalex.org/W2948058585","https://openalex.org/W2948246283","https://openalex.org/W2952200000","https://openalex.org/W2963076818","https://openalex.org/W2963465695","https://openalex.org/W2964134613","https://openalex.org/W2978927732","https://openalex.org/W2990152177","https://openalex.org/W2996249958","https://openalex.org/W2996835428","https://openalex.org/W3003646123","https://openalex.org/W3034999503","https://openalex.org/W3035050855","https://openalex.org/W3035083776","https://openalex.org/W3035149912","https://openalex.org/W3035225512","https://openalex.org/W3036689711","https://openalex.org/W3047772167","https://openalex.org/W3049455300","https://openalex.org/W3083192293","https://openalex.org/W3092475394","https://openalex.org/W3092754310","https://openalex.org/W3093441220","https://openalex.org/W3106615203","https://openalex.org/W3108496296","https://openalex.org/W3123085321","https://openalex.org/W3153312280","https://openalex.org/W3159678862","https://openalex.org/W3170431411","https://openalex.org/W3185273257","https://openalex.org/W3203462485","https://openalex.org/W3203634062","https://openalex.org/W3208294012","https://openalex.org/W3215030504","https://openalex.org/W4206780588","https://openalex.org/W4220845706","https://openalex.org/W4226109135","https://openalex.org/W4281249524","https://openalex.org/W4296442535","https://openalex.org/W4303980359","https://openalex.org/W4304014890","https://openalex.org/W4311461833","https://openalex.org/W4312757522","https://openalex.org/W4317930967","https://openalex.org/W4319299814","https://openalex.org/W4367663575","https://openalex.org/W4376128949","https://openalex.org/W4379184955","https://openalex.org/W4381802989","https://openalex.org/W4384911809","https://openalex.org/W4387379461","https://openalex.org/W4387609072","https://openalex.org/W4387968189","https://openalex.org/W4390738727","https://openalex.org/W4390780194","https://openalex.org/W4394029419","https://openalex.org/W4401592850"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2048058523","https://openalex.org/W2779532185","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109"],"abstract_inverted_index":{"The":[0,194],"growing":[1],"ageing":[2,33],"population":[3],"and":[4,22,40,58,87,103,124,143,158,160,176,179,192],"their":[5,13],"preference":[6],"to":[7,19,31,101,150],"maintain":[8],"independence":[9],"by":[10,36],"living":[11],"in":[12,34,54,77,98,171],"own":[14],"homes":[15],"require":[16],"proactive":[17],"strategies":[18],"ensure":[20],"safety":[21],"support.":[23],"Ambient":[24],"Assisted":[25],"Living":[26],"(AAL)":[27],"technologies":[28],"have":[29,95],"emerged":[30],"facilitate":[32],"place":[35],"offering":[37],"continuous":[38],"monitoring":[39],"assistance":[41],"within":[42,163],"the":[43,88,122,152],"home.":[44],"Within":[45],"AAL":[46,79,165],"technologies,":[47],"action":[48,75],"recognition":[49,76],"plays":[50],"a":[51,107,113],"crucial":[52],"role":[53],"interpreting":[55],"human":[56],"activities":[57],"detecting":[59],"incidents":[60],"like":[61],"falls,":[62],"mobility":[63],"decline,":[64],"or":[65],"unusual":[66],"behaviours":[67],"that":[68],"may":[69],"signal":[70],"worsening":[71],"health":[72],"conditions.":[73],"However,":[74],"practical":[78],"applications":[80],"presents":[81],"challenges,":[82],"including":[83],"occlusions,":[84],"noisy":[85],"data,":[86],"need":[89],"for":[90],"real-time":[91],"performance.":[92],"While":[93],"advancements":[94],"been":[96,181],"made":[97],"accuracy,":[99,154,174],"robustness":[100,155],"noise,":[102],"computation":[104],"efficiency,":[105],"achieving":[106],"balance":[108],"among":[109],"them":[110],"all":[111],"remains":[112],"challenge.":[114],"To":[115],"address":[116],"this":[117,119],"challenge,":[118],"paper":[120],"introduces":[121],"Robust":[123],"Efficient":[125],"Temporal":[126,136],"Convolution":[127],"network":[128],"(RE-TCN),":[129],"which":[130],"comprises":[131],"three":[132],"main":[133],"elements:":[134],"Adaptive":[135],"Weighting":[137],"(ATW),":[138],"Depthwise":[139],"Separable":[140],"Convolutions":[141],"(DSC),":[142],"data":[144],"augmentation":[145],"techniques.":[146],"These":[147],"elements":[148],"aim":[149],"enhance":[151],"model's":[153],"against":[156],"noise":[157,175],"occlusion,":[159],"computational":[161],"efficiency":[162],"real-world":[164],"contexts.":[166],"RE-TCN":[167],"outperforms":[168],"existing":[169],"models":[170],"terms":[172],"of":[173],"occlusion":[177],"robustness,":[178],"has":[180],"validated":[182],"on":[183],"four":[184],"benchmark":[185],"datasets:":[186],"NTU":[187],"RGB+D":[188],"60,":[189],"Northwestern-UCLA,":[190],"SHREC'17,":[191],"DHG-14/28.":[193],"code":[195],"is":[196],"publicly":[197],"available":[198],"at:":[199],"https://github.com/Gbouna/RE-TCN.":[200]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
