{"id":"https://openalex.org/W4283593748","doi":"https://doi.org/10.3390/s22134803","title":"Deep Learning, Mining, and Collaborative Clustering to Identify Flexible Daily Activities Patterns","display_name":"Deep Learning, Mining, and Collaborative Clustering to Identify Flexible Daily Activities Patterns","publication_year":2022,"publication_date":"2022-06-25","ids":{"openalex":"https://openalex.org/W4283593748","doi":"https://doi.org/10.3390/s22134803","pmid":"https://pubmed.ncbi.nlm.nih.gov/35808297"},"language":"en","primary_location":{"id":"doi:10.3390/s22134803","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22134803","pdf_url":"https://www.mdpi.com/1424-8220/22/13/4803/pdf?version=1656497850","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/22/13/4803/pdf?version=1656497850","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068539651","display_name":"Viorica Rozina Chifu","orcid":"https://orcid.org/0000-0002-5239-9186"},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Viorica Rozina Chifu","raw_affiliation_strings":["Computer Science Department, Faculty of Automation and Computer Science, Technical University of Cluj-Napoca, 400114 Cluj-Napoca, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Faculty of Automation and Computer Science, Technical University of Cluj-Napoca, 400114 Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022809045","display_name":"Cristina Bianca Pop","orcid":"https://orcid.org/0000-0002-3194-080X"},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Cristina Bianca Pop","raw_affiliation_strings":["Computer Science Department, Faculty of Automation and Computer Science, Technical University of Cluj-Napoca, 400114 Cluj-Napoca, Romania"],"raw_orcid":"https://orcid.org/0000-0002-3194-080X","affiliations":[{"raw_affiliation_string":"Computer Science Department, Faculty of Automation and Computer Science, Technical University of Cluj-Napoca, 400114 Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019818516","display_name":"Alexandru Rancea","orcid":"https://orcid.org/0000-0001-9305-4857"},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Alexandru Miron Rancea","raw_affiliation_strings":["Computer Science Department, Faculty of Automation and Computer Science, Technical University of Cluj-Napoca, 400114 Cluj-Napoca, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Faculty of Automation and Computer Science, Technical University of Cluj-Napoca, 400114 Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032017117","display_name":"Andrei Morar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andrei Morar","raw_affiliation_strings":["Montran SRL, Alexandru Vaida Voevod 16, 400592 Cluj-Napoca, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Montran SRL, Alexandru Vaida Voevod 16, 400592 Cluj-Napoca, Romania","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065947536","display_name":"Tudor Cioara","orcid":"https://orcid.org/0000-0003-1177-5795"},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":true,"raw_author_name":"Tudor Cioara","raw_affiliation_strings":["Computer Science Department, Faculty of Automation and Computer Science, Technical University of Cluj-Napoca, 400114 Cluj-Napoca, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Faculty of Automation and Computer Science, Technical University of Cluj-Napoca, 400114 Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043139072","display_name":"Marcel Antal","orcid":"https://orcid.org/0000-0002-2998-4176"},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Marcel Antal","raw_affiliation_strings":["Computer Science Department, Faculty of Automation and Computer Science, Technical University of Cluj-Napoca, 400114 Cluj-Napoca, Romania"],"raw_orcid":"https://orcid.org/0000-0002-2998-4176","affiliations":[{"raw_affiliation_string":"Computer Science Department, Faculty of Automation and Computer Science, Technical University of Cluj-Napoca, 400114 Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019681375","display_name":"Ionu\u021b Anghel","orcid":"https://orcid.org/0000-0001-6166-5266"},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Ionut Anghel","raw_affiliation_strings":["Computer Science Department, Faculty of Automation and Computer Science, Technical University of Cluj-Napoca, 400114 Cluj-Napoca, Romania"],"raw_orcid":"https://orcid.org/0000-0001-6166-5266","affiliations":[{"raw_affiliation_string":"Computer Science Department, Faculty of Automation and Computer Science, Technical University of Cluj-Napoca, 400114 Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I158333966"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5065947536"],"corresponding_institution_ids":["https://openalex.org/I158333966"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":0.5672,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.62231476,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"22","issue":"13","first_page":"4803","last_page":"4803"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9959999918937683,"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":0.9959999918937683,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9934999942779541,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7715103030204773},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.708762526512146},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6444709300994873},{"id":"https://openalex.org/keywords/activities-of-daily-living","display_name":"Activities of daily living","score":0.5360451340675354},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5337427854537964},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.5217921733856201},{"id":"https://openalex.org/keywords/hierarchical-clustering","display_name":"Hierarchical clustering","score":0.5004093647003174},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.486198365688324},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4738239049911499},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44667479395866394},{"id":"https://openalex.org/keywords/smartwatch","display_name":"Smartwatch","score":0.4191737473011017},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33785396814346313},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.24738606810569763},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12021461129188538},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09247460961341858},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09002768993377686}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7715103030204773},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.708762526512146},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6444709300994873},{"id":"https://openalex.org/C79544238","wikidata":"https://www.wikidata.org/wiki/Q423243","display_name":"Activities of daily living","level":2,"score":0.5360451340675354},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5337427854537964},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.5217921733856201},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.5004093647003174},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.486198365688324},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4738239049911499},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44667479395866394},{"id":"https://openalex.org/C29794715","wikidata":"https://www.wikidata.org/wiki/Q5362345","display_name":"Smartwatch","level":3,"score":0.4191737473011017},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33785396814346313},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.24738606810569763},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12021461129188538},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09247460961341858},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09002768993377686},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","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":false},{"descriptor_ui":"D000203","descriptor_name":"Activities of Daily Living","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000203","descriptor_name":"Activities of Daily Living","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":"D000368","descriptor_name":"Aged","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":"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":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.3390/s22134803","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22134803","pdf_url":"https://www.mdpi.com/1424-8220/22/13/4803/pdf?version=1656497850","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:35808297","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35808297","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:8f42a54f39e145debab4f78df79da120","is_oa":true,"landing_page_url":"https://doaj.org/article/8f42a54f39e145debab4f78df79da120","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 22, Iss 13, p 4803 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/22/13/4803/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s22134803","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Sensors; Volume 22; Issue 13; Pages: 4803","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:9269491","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9269491","pdf_url":null,"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":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s22134803","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22134803","pdf_url":"https://www.mdpi.com/1424-8220/22/13/4803/pdf?version=1656497850","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1286284688","display_name":null,"funder_award_id":"AAL159/2020 H2HCare","funder_id":"https://openalex.org/F4320338386","funder_display_name":"Active and Assisted Living programme"},{"id":"https://openalex.org/G2881047355","display_name":null,"funder_award_id":"AAL159/2020","funder_id":"https://openalex.org/F4320338386","funder_display_name":"Active and Assisted Living programme"},{"id":"https://openalex.org/G31241667","display_name":null,"funder_award_id":"AAL162/2020","funder_id":"https://openalex.org/F4320338386","funder_display_name":"Active and Assisted Living programme"},{"id":"https://openalex.org/G5783631020","display_name":null,"funder_award_id":"AAL159/2020 H2HCare","funder_id":"https://openalex.org/F4320323983","funder_display_name":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii"},{"id":"https://openalex.org/G6127477246","display_name":null,"funder_award_id":"AAL264/2021 engAGE and AAL162/2020 ReMember-Me","funder_id":"https://openalex.org/F4320338386","funder_display_name":"Active and Assisted Living programme"},{"id":"https://openalex.org/G7842005466","display_name":null,"funder_award_id":"Horizon 2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320323983","display_name":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii","ror":"https://ror.org/01q7jq182"},{"id":"https://openalex.org/F4320330161","display_name":"Universitatea Tehnic\u0103 din Cluj-Napoca","ror":"https://ror.org/03r8nwp71"},{"id":"https://openalex.org/F4320338386","display_name":"Active and Assisted Living programme","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283593748.pdf","grobid_xml":"https://content.openalex.org/works/W4283593748.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W2022798908","https://openalex.org/W2100310010","https://openalex.org/W2176767066","https://openalex.org/W2522513212","https://openalex.org/W2627049180","https://openalex.org/W2734548032","https://openalex.org/W2749304824","https://openalex.org/W2771014575","https://openalex.org/W2802522645","https://openalex.org/W2810695483","https://openalex.org/W2811312112","https://openalex.org/W2891125414","https://openalex.org/W2914884512","https://openalex.org/W2920312100","https://openalex.org/W2949052757","https://openalex.org/W2960737790","https://openalex.org/W2972660824","https://openalex.org/W2975380801","https://openalex.org/W2976844820","https://openalex.org/W3011883395","https://openalex.org/W3013713448","https://openalex.org/W3019075546","https://openalex.org/W3031819149","https://openalex.org/W3036532411","https://openalex.org/W3086102299","https://openalex.org/W3112787671","https://openalex.org/W3114326620","https://openalex.org/W3161170462","https://openalex.org/W3176466033","https://openalex.org/W3206768298","https://openalex.org/W3209794544","https://openalex.org/W4210642602","https://openalex.org/W4223469422","https://openalex.org/W4234818885"],"related_works":["https://openalex.org/W2748818549","https://openalex.org/W4304142278","https://openalex.org/W2342865424","https://openalex.org/W2587509230","https://openalex.org/W4283331601","https://openalex.org/W3097068272","https://openalex.org/W4210780304","https://openalex.org/W4313463160","https://openalex.org/W2802035586","https://openalex.org/W3093846146"],"abstract_inverted_index":{"The":[0,95,188,221],"monitoring":[1],"of":[2,51,71,80,106,111,119,147,205,240,243],"the":[3,20,43,57,78,87,102,109,117,120,144,164,178,183,194,200,203,227],"daily":[4,44,69,150,165],"life":[5],"activities":[6,52,81,83,114,153,167],"routine":[7,45,151,236],"is":[8,54,98],"beneficial,":[9],"especially":[10],"in":[11,113,149,235],"old":[12],"age.":[13],"It":[14,85],"can":[15,27,197],"provide":[16],"relevant":[17],"information":[18],"on":[19,169],"person's":[21],"health":[22],"state":[23],"and":[24,26,82,116,126,134,162,177,212,216,218],"wellbeing":[25],"help":[28],"identify":[29,67,101,199],"deviations":[30],"that":[31,37,193,231],"signal":[32],"care":[33],"deterioration":[34],"or":[35],"incidents":[36],"require":[38],"intervention.":[39],"Existing":[40],"approaches":[41],"consider":[42],"as":[46,208],"a":[47,64,91,173],"rather":[48],"strict":[49],"sequence":[50,115],"which":[53,182],"not":[55],"usually":[56],"case.":[58],"In":[59],"this":[60],"paper,":[61],"we":[62],"propose":[63],"solution":[65,196,230],"to":[66,77,100,142,160],"flexible":[68],"routines":[70,201],"older":[72],"adults":[73],"considering":[74,108,202],"variations":[75,112],"related":[76],"order":[79],"timespan.":[84],"combines":[86],"Gap-BIDE":[88,96],"algorithm":[89,97],"with":[90],"collaborative":[92,228],"clustering":[93,229],"technique.":[94],"used":[99,141],"most":[103],"common":[104],"patterns":[105],"behavior":[107],"elements":[110,146],"period":[118],"day":[121],"(i.e.,":[122],"night,":[123],"morning,":[124],"afternoon,":[125],"evening)":[127],"for":[128,181,226],"increased":[129],"pattern":[130],"mining":[131],"flexibility.":[132],"K-means":[133],"Hierarchical":[135],"Clustering":[136],"Agglomerative":[137],"algorithms":[138],"are":[139,191],"collaboratively":[140],"address":[143],"time-related":[145],"variability":[148],"like":[152],"timespan":[154],"vectors.":[155],"A":[156],"prototype":[157],"was":[158,186],"developed":[159],"monitor":[161],"detect":[163],"living":[166],"based":[168],"smartwatch":[170],"data":[171,242],"using":[172],"deep":[174],"learning":[175],"architecture":[176],"InceptionTime":[179],"model,":[180],"highest":[184],"accuracy":[185],"obtained.":[187],"results":[189,223],"obtained":[190,225],"showing":[192],"proposed":[195],"successfully":[198],"aspects":[204,234],"flexibility":[206,233],"such":[207],"activity":[209],"sequences,":[210],"optional":[211],"compulsory":[213],"activities,":[214],"timespan,":[215],"start":[217],"end":[219],"time.":[220],"best":[222],"were":[224],"considers":[232],"identification,":[237],"providing":[238],"coverage":[239],"monitored":[241],"89.63%.":[244]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2025-10-10T00:00:00"}