{"id":"https://openalex.org/W2899217907","doi":"https://doi.org/10.1109/roedunet.2018.8514124","title":"Activities of Daily Living Classification using Recurrent Neural Networks","display_name":"Activities of Daily Living Classification using Recurrent Neural Networks","publication_year":2018,"publication_date":"2018-09-01","ids":{"openalex":"https://openalex.org/W2899217907","doi":"https://doi.org/10.1109/roedunet.2018.8514124","mag":"2899217907"},"language":"en","primary_location":{"id":"doi:10.1109/roedunet.2018.8514124","doi":"https://doi.org/10.1109/roedunet.2018.8514124","is_oa":false,"landing_page_url":"https://doi.org/10.1109/roedunet.2018.8514124","pdf_url":null,"source":{"id":"https://openalex.org/S7407086264","display_name":"RoEduNet Conference: Networking in Education and Research (RoEduNet)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 17th RoEduNet Conference: Networking in Education and Research (RoEduNet)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049219899","display_name":"Roxana Jurca","orcid":null,"observed_orcids":[]},"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":"Roxana Jurca","raw_affiliation_strings":["Computer Science Department, Technical University of Cluj-Napoca, Cluj-Napoca, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Technical University of Cluj-Napoca, Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065947536","display_name":"Tudor Cioara","orcid":"https://orcid.org/0000-0003-1177-5795","observed_orcids":["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":false,"raw_author_name":"Tudor Cioara","raw_affiliation_strings":["Computer Science Department, Technical University of Cluj-Napoca, Cluj-Napoca, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Technical University of Cluj-Napoca, Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019681375","display_name":"Ionut Manuel Anghel","orcid":"https://orcid.org/0000-0001-6166-5266","observed_orcids":["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, Technical University of Cluj-Napoca, Cluj-Napoca, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Technical University of Cluj-Napoca, 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","observed_orcids":["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, Technical University of Cluj-Napoca, Cluj-Napoca, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Technical University of Cluj-Napoca, Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111513237","display_name":"Claudia Daniela Pop","orcid":null,"observed_orcids":[]},"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":"Claudia Pop","raw_affiliation_strings":["Computer Science Department, Technical University of Cluj-Napoca, Cluj-Napoca, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Technical University of Cluj-Napoca, Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073669892","display_name":"Dorin Moldovan","orcid":"https://orcid.org/0000-0002-7559-3862","observed_orcids":["https://orcid.org/0000-0002-7559-3862"]},"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":"Dorin Moldovan","raw_affiliation_strings":["Computer Science Department, Technical University of Cluj-Napoca, Cluj-Napoca, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Technical University of Cluj-Napoca, Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I158333966"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I158333966"],"apc_list":null,"apc_paid":null,"fwci":0.2936,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.63681013,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"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":0.9994999766349792,"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":0.9994999766349792,"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":0.0,"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/T12740","display_name":"Gait Recognition and Analysis","score":0.0,"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/activities-of-daily-living","display_name":"activities of daily living","score":0.9150000214576721},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"activity recognition","score":0.7269999980926514},{"id":"https://openalex.org/keywords/sensor-monitoring","display_name":"sensor-based monitoring","score":0.7279999852180481},{"id":"https://openalex.org/keywords/recurrent-neural-networks","display_name":"recurrent neural networks","score":0.878000020980835},{"id":"https://openalex.org/keywords/long-short-term-memory","display_name":"long short-term memory","score":0.9919999837875366},{"id":"https://openalex.org/keywords/cross-validation","display_name":"cross-validation","score":0.3930000066757202}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6842010021209717},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5567314624786377},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5427317023277283},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.5279601812362671},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41293397545814514}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/roedunet.2018.8514124","doi":"https://doi.org/10.1109/roedunet.2018.8514124","is_oa":false,"landing_page_url":"https://doi.org/10.1109/roedunet.2018.8514124","pdf_url":null,"source":{"id":"https://openalex.org/S7407086264","display_name":"RoEduNet Conference: Networking in Education and Research (RoEduNet)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 17th RoEduNet Conference: Networking in Education and Research (RoEduNet)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.6240000128746033,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320315989","display_name":"National Authority for Scientific Research and Innovation","ror":null},{"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/F4320338386","display_name":"Active and Assisted Living programme","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W2096680959","https://openalex.org/W2105046342","https://openalex.org/W2127127580","https://openalex.org/W2270470215","https://openalex.org/W2288074780"],"related_works":["https://openalex.org/W2901281064","https://openalex.org/W3188483015","https://openalex.org/W2787376081","https://openalex.org/W4285342576","https://openalex.org/W3107626050","https://openalex.org/W6885055895","https://openalex.org/W2028763068","https://openalex.org/W2895984007","https://openalex.org/W3135178990","https://openalex.org/W4313444439"],"abstract_inverted_index":{"In":[0],"this":[1],"paper":[2],"we":[3],"address":[4,43],"the":[5,9,24,44,47,91,95,98,106],"problem":[6],"of":[7,13,17,26,32,72,97,105],"classifying":[8],"daily":[10],"life":[11],"activities":[12],"a":[14,69],"person":[15,109],"out":[16,84,110],"sensor":[18,34],"based":[19],"monitored":[20,52],"data.":[21,53],"We":[22],"propose":[23],"use":[25],"recurrent":[27,55],"neural":[28,56],"networks":[29],"to":[30,42],"track":[31],"successive":[33],"data":[35],"inputs":[36],"and":[37],"Long":[38],"Short-Term":[39],"Memory":[40],"cells":[41],"issues":[45],"regarding":[46],"long-time":[48],"dependencies":[49],"in":[50,94,103],"activities'":[51],"The":[54,64],"network":[57],"model":[58],"was":[59],"implemented":[60],"using":[61,74,80],"TensorFlow":[62],"library.":[63],"results":[65,87],"are":[66,88],"promising":[67],"showing":[68],"mean":[70],"accuracy":[71],"82.5":[73],"basic":[75],"cross":[76],"validation":[77,111],"respectively":[78],"87.16%":[79],"leave":[81,107],"one":[82,108],"subject":[83],"method.":[85],"Our":[86],"comparable":[89],"with":[90],"ones":[92],"reported":[93],"state":[96],"art":[99],"being":[100],"slightly":[101],"better":[102],"case":[104],"approach.":[112]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2018-11-09T00:00:00"}