{"id":"https://openalex.org/W4407007072","doi":"https://doi.org/10.1007/s11517-025-03308-y","title":"Smart home-assisted anomaly detection system for older adults: a deep learning approach with a comprehensive set of daily activities","display_name":"Smart home-assisted anomaly detection system for older adults: a deep learning approach with a comprehensive set of daily activities","publication_year":2025,"publication_date":"2025-01-31","ids":{"openalex":"https://openalex.org/W4407007072","doi":"https://doi.org/10.1007/s11517-025-03308-y","pmid":"https://pubmed.ncbi.nlm.nih.gov/39888470"},"language":"en","primary_location":{"id":"doi:10.1007/s11517-025-03308-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11517-025-03308-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11517-025-03308-y.pdf","source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical & Biological Engineering & Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11517-025-03308-y.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086402585","display_name":"Ander Cejudo","orcid":"https://orcid.org/0000-0001-7944-2706"},"institutions":[{"id":"https://openalex.org/I136040515","display_name":"Universidad de Deusto","ror":"https://ror.org/00ne6sr39","country_code":"ES","type":"education","lineage":["https://openalex.org/I136040515"]},{"id":"https://openalex.org/I4210092551","display_name":"Vicomtech","ror":"https://ror.org/0023sah13","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210092551"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Ander Cejudo","raw_affiliation_strings":["Faculty of Engineering, University of Deusto, Avda. Universidades, 24, 48007, Bilbao, Spain. acejudo@vicomtech.org","Fundaci\u00f3n Vicomtech, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009, Donostia-San Sebasti\u00e1n, Spain. acejudo@vicomtech.org","Faculty of Engineering, University of Deusto, Avda. Universidades, 24, 48007, Bilbao, Spain","Fundaci\u00f3n Vicomtech, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009, Donostia-San Sebasti\u00e1n, Spain"],"raw_orcid":"https://orcid.org/0000-0001-7944-2706","affiliations":[{"raw_affiliation_string":"Faculty of Engineering, University of Deusto, Avda. Universidades, 24, 48007, Bilbao, Spain. acejudo@vicomtech.org","institution_ids":["https://openalex.org/I136040515"]},{"raw_affiliation_string":"Fundaci\u00f3n Vicomtech, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009, Donostia-San Sebasti\u00e1n, Spain. acejudo@vicomtech.org","institution_ids":["https://openalex.org/I4210092551"]},{"raw_affiliation_string":"Faculty of Engineering, University of Deusto, Avda. Universidades, 24, 48007, Bilbao, Spain","institution_ids":["https://openalex.org/I136040515"]},{"raw_affiliation_string":"Fundaci\u00f3n Vicomtech, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009, Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210092551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052326707","display_name":"Andoni Beristain","orcid":"https://orcid.org/0000-0002-5452-2141"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]},{"id":"https://openalex.org/I4210092551","display_name":"Vicomtech","ror":"https://ror.org/0023sah13","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210092551"]},{"id":"https://openalex.org/I4210100188","display_name":"Biogipuzkoa Health Research Institute","ror":"https://ror.org/01a2wsa50","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210100188"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Andoni Beristain","raw_affiliation_strings":["Computational Intelligence Group, Computer Science Faculty, University of the Basque Country, UPV/EHU, Leioa, Spain","Fundaci\u00f3n Vicomtech, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009, Donostia-San Sebasti\u00e1n, Spain","e-Health Department, Biodonostia Health Research Institute, Paseo Dr Begiristain s/n, 20014, San Sebasti\u00e1n, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computational Intelligence Group, Computer Science Faculty, University of the Basque Country, UPV/EHU, Leioa, Spain","institution_ids":["https://openalex.org/I169108374"]},{"raw_affiliation_string":"Fundaci\u00f3n Vicomtech, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009, Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210092551"]},{"raw_affiliation_string":"e-Health Department, Biodonostia Health Research Institute, Paseo Dr Begiristain s/n, 20014, San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210100188"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018383614","display_name":"Aitor Almeida","orcid":"https://orcid.org/0000-0002-1585-4717"},"institutions":[{"id":"https://openalex.org/I136040515","display_name":"Universidad de Deusto","ror":"https://ror.org/00ne6sr39","country_code":"ES","type":"education","lineage":["https://openalex.org/I136040515"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Aitor Almeida","raw_affiliation_strings":["Faculty of Engineering, University of Deusto, Avda. Universidades, 24, 48007, Bilbao, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, University of Deusto, Avda. Universidades, 24, 48007, Bilbao, Spain","institution_ids":["https://openalex.org/I136040515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046263372","display_name":"Kristin May Rebescher","orcid":"https://orcid.org/0000-0002-8169-9655"},"institutions":[{"id":"https://openalex.org/I4210092551","display_name":"Vicomtech","ror":"https://ror.org/0023sah13","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210092551"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Kristin Rebescher","raw_affiliation_strings":["Fundaci\u00f3n Vicomtech, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009, Donostia-San Sebasti\u00e1n, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fundaci\u00f3n Vicomtech, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009, Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210092551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028869499","display_name":"Cristina Mart\u00edn","orcid":"https://orcid.org/0000-0003-3458-3593"},"institutions":[{"id":"https://openalex.org/I136040515","display_name":"Universidad de Deusto","ror":"https://ror.org/00ne6sr39","country_code":"ES","type":"education","lineage":["https://openalex.org/I136040515"]},{"id":"https://openalex.org/I4210092551","display_name":"Vicomtech","ror":"https://ror.org/0023sah13","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210092551"]},{"id":"https://openalex.org/I4210100188","display_name":"Biogipuzkoa Health Research Institute","ror":"https://ror.org/01a2wsa50","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210100188"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Cristina Mart\u00edn","raw_affiliation_strings":["Faculty of Engineering, University of Deusto, Avda. Universidades, 24, 48007, Bilbao, Spain","Fundaci\u00f3n Vicomtech, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009, Donostia-San Sebasti\u00e1n, Spain","e-Health Department, Biodonostia Health Research Institute, Paseo Dr Begiristain s/n, 20014, San Sebasti\u00e1n, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, University of Deusto, Avda. Universidades, 24, 48007, Bilbao, Spain","institution_ids":["https://openalex.org/I136040515"]},{"raw_affiliation_string":"Fundaci\u00f3n Vicomtech, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009, Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210092551"]},{"raw_affiliation_string":"e-Health Department, Biodonostia Health Research Institute, Paseo Dr Begiristain s/n, 20014, San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210100188"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007094587","display_name":"Iv\u00e1n Mac\u00eda","orcid":"https://orcid.org/0000-0003-0448-7840"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]},{"id":"https://openalex.org/I4210092551","display_name":"Vicomtech","ror":"https://ror.org/0023sah13","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210092551"]},{"id":"https://openalex.org/I4210100188","display_name":"Biogipuzkoa Health Research Institute","ror":"https://ror.org/01a2wsa50","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210100188"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Iv\u00e1n Mac\u00eda","raw_affiliation_strings":["Computational Intelligence Group, Computer Science Faculty, University of the Basque Country, UPV/EHU, Leioa, Spain","Fundaci\u00f3n Vicomtech, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009, Donostia-San Sebasti\u00e1n, Spain","e-Health Department, Biodonostia Health Research Institute, Paseo Dr Begiristain s/n, 20014, San Sebasti\u00e1n, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computational Intelligence Group, Computer Science Faculty, University of the Basque Country, UPV/EHU, Leioa, Spain","institution_ids":["https://openalex.org/I169108374"]},{"raw_affiliation_string":"Fundaci\u00f3n Vicomtech, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009, Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210092551"]},{"raw_affiliation_string":"e-Health Department, Biodonostia Health Research Institute, Paseo Dr Begiristain s/n, 20014, San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210100188"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5086402585"],"corresponding_institution_ids":["https://openalex.org/I136040515","https://openalex.org/I4210092551"],"apc_list":{"value":2890,"currency":"EUR","value_usd":3690},"apc_paid":{"value":2890,"currency":"EUR","value_usd":3690},"fwci":7.9327,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.97219722,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"63","issue":"6","first_page":"1821","last_page":"1835"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9997000098228455,"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":0.9997000098228455,"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/T11977","display_name":"Technology Use by Older Adults","score":0.97079998254776,"subfield":{"id":"https://openalex.org/subfields/3317","display_name":"Demography"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9567000269889832,"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/anomaly-detection","display_name":"Anomaly detection","score":0.7846404314041138},{"id":"https://openalex.org/keywords/silhouette","display_name":"Silhouette","score":0.6402361392974854},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6176813244819641},{"id":"https://openalex.org/keywords/test-set","display_name":"Test set","score":0.5571048855781555},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5464084148406982},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5331940650939941},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5246491432189941},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.522296667098999},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4826229512691498},{"id":"https://openalex.org/keywords/activities-of-daily-living","display_name":"Activities of daily living","score":0.4745695888996124},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.46233364939689636},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.44342130422592163},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.43453019857406616},{"id":"https://openalex.org/keywords/independence","display_name":"Independence (probability theory)","score":0.43301984667778015},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4135821461677551},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4130854308605194},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.24102050065994263},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.13917681574821472},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13444840908050537}],"concepts":[{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7846404314041138},{"id":"https://openalex.org/C58103923","wikidata":"https://www.wikidata.org/wiki/Q2286025","display_name":"Silhouette","level":2,"score":0.6402361392974854},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6176813244819641},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.5571048855781555},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5464084148406982},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5331940650939941},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5246491432189941},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.522296667098999},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4826229512691498},{"id":"https://openalex.org/C79544238","wikidata":"https://www.wikidata.org/wiki/Q423243","display_name":"Activities of daily living","level":2,"score":0.4745695888996124},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.46233364939689636},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.44342130422592163},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.43453019857406616},{"id":"https://openalex.org/C35651441","wikidata":"https://www.wikidata.org/wiki/Q625303","display_name":"Independence (probability theory)","level":2,"score":0.43301984667778015},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4135821461677551},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4130854308605194},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.24102050065994263},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.13917681574821472},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13444840908050537},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000203","descriptor_name":"Activities of Daily Living","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000203","descriptor_name":"Activities of Daily Living","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000203","descriptor_name":"Activities of Daily Living","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1007/s11517-025-03308-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11517-025-03308-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11517-025-03308-y.pdf","source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical & Biological Engineering & Computing","raw_type":"journal-article"},{"id":"pmid:39888470","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39888470","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical & biological engineering & computing","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:12106144","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12106144","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12106144/pdf/11517_2025_Article_3308.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Med Biol Eng Comput","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s11517-025-03308-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11517-025-03308-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11517-025-03308-y.pdf","source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical & Biological Engineering & Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.4399999976158142,"display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G4209537902","display_name":null,"funder_award_id":"E-2021/00003","funder_id":"https://openalex.org/F4320321705","funder_display_name":"Eusko Jaurlaritza"}],"funders":[{"id":"https://openalex.org/F4320321705","display_name":"Eusko Jaurlaritza","ror":"https://ror.org/00pz2fp31"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407007072.pdf","grobid_xml":"https://content.openalex.org/works/W4407007072.grobid-xml"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W179875071","https://openalex.org/W1497385253","https://openalex.org/W1568654892","https://openalex.org/W1599494361","https://openalex.org/W2015200434","https://openalex.org/W2034281151","https://openalex.org/W2070495140","https://openalex.org/W2088252378","https://openalex.org/W2136431085","https://openalex.org/W2216946510","https://openalex.org/W2408669075","https://openalex.org/W2476672628","https://openalex.org/W2734326504","https://openalex.org/W2734548032","https://openalex.org/W2766493382","https://openalex.org/W2910408172","https://openalex.org/W2914106530","https://openalex.org/W2919663631","https://openalex.org/W2940893790","https://openalex.org/W2949676527","https://openalex.org/W2958198264","https://openalex.org/W2959807905","https://openalex.org/W2963292733","https://openalex.org/W2969166154","https://openalex.org/W2973855988","https://openalex.org/W2978980369","https://openalex.org/W3000919776","https://openalex.org/W3023211159","https://openalex.org/W3024761859","https://openalex.org/W3033463246","https://openalex.org/W3046245256","https://openalex.org/W3099616155","https://openalex.org/W3111815761","https://openalex.org/W3133320643","https://openalex.org/W3133541856","https://openalex.org/W3183926262","https://openalex.org/W4210491229","https://openalex.org/W4226247552","https://openalex.org/W4234916595","https://openalex.org/W4281638536","https://openalex.org/W4281781975","https://openalex.org/W4283593748","https://openalex.org/W4288766932","https://openalex.org/W4367042775","https://openalex.org/W4393084562"],"related_works":["https://openalex.org/W2806741695","https://openalex.org/W4290647774","https://openalex.org/W3189286258","https://openalex.org/W3207797160","https://openalex.org/W3210364259","https://openalex.org/W4300558037","https://openalex.org/W2667207928","https://openalex.org/W2912112202","https://openalex.org/W4377864969","https://openalex.org/W3120251014"],"abstract_inverted_index":{"Smart":[0],"homes":[1],"have":[2],"the":[3,10,48,58,71,111,125,147,150,173,186],"potential":[4],"to":[5,18,54,105],"enable":[6],"remote":[7],"monitoring":[8],"of":[9,14,33,50,74,88,115,122,138,143,164],"health":[11,20],"and":[12,22,36,61,80,98,124,152,157,180],"well-being":[13],"older":[15],"adults,":[16],"leading":[17],"improved":[19],"outcomes":[21],"increased":[23],"independence.":[24],"However,":[25],"current":[26],"approaches":[27],"only":[28],"consider":[29],"a":[30,86,102,119,129],"limited":[31],"set":[32,73,87,154],"daily":[34,75,82,116],"activities":[35,76,145,171,184],"do":[37],"not":[38],"combine":[39],"data":[40],"from":[41],"individuals.":[42],"In":[43],"this":[44],"work,":[45],"we":[46],"propose":[47],"use":[49],"deep":[51],"learning":[52],"techniques":[53],"model":[55,99,127],"behavior":[56,93],"at":[57],"population":[59],"level":[60],"detect":[62,79],"significant":[63,107],"deviations":[64,108],"(i.e.,":[65],"anomalies)":[66],"while":[67,109],"taking":[68],"into":[69,185],"account":[70],"whole":[72],"(41).":[77],"We":[78],"visualize":[81],"routine":[83,136],"patterns,":[84],"train":[85,151],"recurrent":[89],"neural":[90],"networks":[91],"for":[92,146],"modelling":[94],"with":[95,101,160],"next-day":[96],"prediction,":[97],"errors":[100],"normal":[103],"distribution":[104],"identify":[106],"considering":[110],"temporal":[112],"component.":[113],"Clustering":[114],"routines":[117],"achieves":[118],"silhouette":[120],"score":[121],"0.18":[123],"best":[126],"obtains":[128],"mean":[130,141],"squared":[131],"error":[132],"in":[133,149,172],"next":[134],"day":[135],"prediction":[137],"4.38%.":[139],"The":[140,176],"number":[142],"deviated":[144,170],"anomalies":[148,165],"test":[153,174],"are":[155],"3.6":[156],"3.0,":[158],"respectively,":[159],"more":[161,169],"than":[162],"60%":[163],"involving":[166],"three":[167],"or":[168],"set.":[175],"methodology":[177],"is":[178],"scalable":[179],"can":[181],"incorporate":[182],"additional":[183],"analysis.":[187]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-11T06:11:40.159057","created_date":"2025-10-10T00:00:00"}