{"id":"https://openalex.org/W4200124181","doi":"https://doi.org/10.1109/iscc53001.2021.9631404","title":"Forecasting Trends in an Ambient Assisted Living Environment Using Deep Learning","display_name":"Forecasting Trends in an Ambient Assisted Living Environment Using Deep Learning","publication_year":2021,"publication_date":"2021-09-05","ids":{"openalex":"https://openalex.org/W4200124181","doi":"https://doi.org/10.1109/iscc53001.2021.9631404"},"language":"en","primary_location":{"id":"doi:10.1109/iscc53001.2021.9631404","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc53001.2021.9631404","pdf_url":null,"source":{"id":"https://openalex.org/S4363605778","display_name":"2021 IEEE Symposium on Computers and Communications (ISCC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"},"type":"article","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/A5109658451","display_name":"Guillaume Gingras","orcid":null},"institutions":[{"id":"https://openalex.org/I182451676","display_name":"Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski","ror":"https://ror.org/049jtt335","country_code":"CA","type":"education","lineage":["https://openalex.org/I182451676","https://openalex.org/I49663120"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Guillaume Gingras","raw_affiliation_strings":["Dept. Computer Science, Mathematics Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski, L\u00e9vis, Canada"],"affiliations":[{"raw_affiliation_string":"Dept. Computer Science, Mathematics Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski, L\u00e9vis, Canada","institution_ids":["https://openalex.org/I182451676"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083108215","display_name":"Mehdi Adda","orcid":"https://orcid.org/0000-0002-5327-1758"},"institutions":[{"id":"https://openalex.org/I182451676","display_name":"Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski","ror":"https://ror.org/049jtt335","country_code":"CA","type":"education","lineage":["https://openalex.org/I182451676","https://openalex.org/I49663120"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mehdi Adda","raw_affiliation_strings":["Dept. Computer Science, Mathematics Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski, L\u00e9vis, Canada"],"affiliations":[{"raw_affiliation_string":"Dept. Computer Science, Mathematics Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski, L\u00e9vis, Canada","institution_ids":["https://openalex.org/I182451676"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110247576","display_name":"Abdenour Bouzouane","orcid":null},"institutions":[{"id":"https://openalex.org/I182451676","display_name":"Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski","ror":"https://ror.org/049jtt335","country_code":"CA","type":"education","lineage":["https://openalex.org/I182451676","https://openalex.org/I49663120"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Abdenour Bouzouane","raw_affiliation_strings":["Dept. Computer Science, Mathematics Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski, L\u00e9vis, Canada"],"affiliations":[{"raw_affiliation_string":"Dept. Computer Science, Mathematics Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski, L\u00e9vis, Canada","institution_ids":["https://openalex.org/I182451676"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054573293","display_name":"Hussein Ibrahim","orcid":"https://orcid.org/0000-0002-9177-2967"},"institutions":[{"id":"https://openalex.org/I3133064791","display_name":"Cegep de Sept Iles","ror":"https://ror.org/01601en76","country_code":"CA","type":"education","lineage":["https://openalex.org/I3133064791"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hussein Ibrahim","raw_affiliation_strings":["Centre d\u2019 entrepreneuriat et de valorisation des innovations, Institut Technologique de Maintenance Industrielle, Sept-\u00celes, Canada","Centre d' entrepreneuriat et de valorisation des innovations, Institut Technologique de Maintenance Industrielle, Sept-\u00celes, Canada"],"affiliations":[{"raw_affiliation_string":"Centre d\u2019 entrepreneuriat et de valorisation des innovations, Institut Technologique de Maintenance Industrielle, Sept-\u00celes, Canada","institution_ids":["https://openalex.org/I3133064791"]},{"raw_affiliation_string":"Centre d' entrepreneuriat et de valorisation des innovations, Institut Technologique de Maintenance Industrielle, Sept-\u00celes, Canada","institution_ids":["https://openalex.org/I3133064791"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006257189","display_name":"Cl\u00e9mence Dallaire","orcid":"https://orcid.org/0000-0003-3170-5671"},"institutions":[{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Clemence Dallaire","raw_affiliation_strings":["Facult\u00e9 des sciences infirmi\u00e8res, Universit\u00e9 Laval, Qu\u00e9bec, Canada"],"affiliations":[{"raw_affiliation_string":"Facult\u00e9 des sciences infirmi\u00e8res, Universit\u00e9 Laval, Qu\u00e9bec, Canada","institution_ids":["https://openalex.org/I43406934"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5109658451"],"corresponding_institution_ids":["https://openalex.org/I182451676"],"apc_list":null,"apc_paid":null,"fwci":0.0653,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.33856567,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"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":0.9822999835014343,"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":0.9822999835014343,"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9588000178337097,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9283999800682068,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/computer-science","display_name":"Computer science","score":0.74554443359375},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6651289463043213},{"id":"https://openalex.org/keywords/assisted-living","display_name":"Assisted living","score":0.6576354503631592},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6438977718353271},{"id":"https://openalex.org/keywords/univariate","display_name":"Univariate","score":0.6091500520706177},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5852375030517578},{"id":"https://openalex.org/keywords/activities-of-daily-living","display_name":"Activities of daily living","score":0.5398001670837402},{"id":"https://openalex.org/keywords/autonomy","display_name":"Autonomy","score":0.5280003547668457},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.5112791061401367},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.47963887453079224},{"id":"https://openalex.org/keywords/apartment","display_name":"Apartment","score":0.47880086302757263},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.44789254665374756},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4353451430797577},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.40564578771591187},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.23465323448181152},{"id":"https://openalex.org/keywords/gerontology","display_name":"Gerontology","score":0.14820867776870728},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11498335003852844},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09718000888824463}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.74554443359375},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6651289463043213},{"id":"https://openalex.org/C3018552312","wikidata":"https://www.wikidata.org/wiki/Q315412","display_name":"Assisted living","level":2,"score":0.6576354503631592},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6438977718353271},{"id":"https://openalex.org/C199163554","wikidata":"https://www.wikidata.org/wiki/Q1681619","display_name":"Univariate","level":3,"score":0.6091500520706177},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5852375030517578},{"id":"https://openalex.org/C79544238","wikidata":"https://www.wikidata.org/wiki/Q423243","display_name":"Activities of daily living","level":2,"score":0.5398001670837402},{"id":"https://openalex.org/C65414064","wikidata":"https://www.wikidata.org/wiki/Q484105","display_name":"Autonomy","level":2,"score":0.5280003547668457},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.5112791061401367},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.47963887453079224},{"id":"https://openalex.org/C2779265402","wikidata":"https://www.wikidata.org/wiki/Q188507","display_name":"Apartment","level":2,"score":0.47880086302757263},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.44789254665374756},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4353451430797577},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.40564578771591187},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.23465323448181152},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.14820867776870728},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11498335003852844},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09718000888824463},{"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/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","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/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscc53001.2021.9631404","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc53001.2021.9631404","pdf_url":null,"source":{"id":"https://openalex.org/S4363605778","display_name":"2021 IEEE Symposium on Computers and Communications (ISCC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334841","display_name":"Fonds de recherche du Qu\u00e9bec \u2013 Nature et technologies","ror":"https://ror.org/00b9f9778"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1538131130","https://openalex.org/W2112868039","https://openalex.org/W2598525681","https://openalex.org/W2791884409","https://openalex.org/W2906033034","https://openalex.org/W2909877301","https://openalex.org/W2991499674","https://openalex.org/W3032893683","https://openalex.org/W3088483467","https://openalex.org/W3100471740","https://openalex.org/W3125589452","https://openalex.org/W4292081177","https://openalex.org/W6632100814"],"related_works":["https://openalex.org/W787940304","https://openalex.org/W2892251864","https://openalex.org/W2999989649","https://openalex.org/W1828158523","https://openalex.org/W2598574828","https://openalex.org/W2269925946","https://openalex.org/W2743833240","https://openalex.org/W2397146339","https://openalex.org/W4323321954","https://openalex.org/W2354857769"],"abstract_inverted_index":{"Ambient":[0],"Assisted":[1],"Living":[2,13],"(AAL)":[3],"aims":[4],"at":[5],"assisting":[6],"people":[7],"in":[8,21,44,57,96,144],"their":[9,22,32,51],"Activities":[10],"of":[11,47,60,89,137],"Daily":[12],"(ADL).":[14],"We":[15,155],"have":[16,104],"seen":[17],"an":[18,48],"increased":[19],"interest":[20],"applicability":[23],"to":[24,35,68,70,74,85,158],"the":[25,45,58,87,93,168],"rural":[26],"seniors":[27],"who":[28],"are":[29],"slowly":[30],"losing":[31],"autonomy":[33],"due":[34],"aging":[36],"and":[37,77,117,139],"chronic":[38],"diseases.":[39],"By":[40],"deploying":[41],"intelligent":[42],"devices":[43],"environment":[46],"individual":[49],"performing":[50],"ADLs,":[52],"we":[53,110],"can":[54],"gather":[55],"data":[56],"form":[59],"a":[61,112,118,135,145,159],"time":[62],"series.":[63],"One":[64],"research":[65],"venue":[66],"is":[67],"seek":[69],"use":[71],"forecasting":[72,102,124,160,169],"techniques":[73],"discover":[75],"trends":[76,80],"predict":[78],"future":[79],"that":[81,121,148],"could":[82],"be":[83],"used":[84,132],"analyze":[86],"health":[88,140],"these":[90,157],"individuals.":[91],"With":[92],"recent":[94],"advances":[95],"computational":[97],"power":[98],"new":[99],"deep":[100,164],"learning":[101,165],"algorithms":[103],"been":[105],"developed.":[106],"In":[107],"this":[108],"paper,":[109],"compare":[111,156],"univariate":[113],"one-dimensional":[114],"CNN":[115],"model":[116,120],"LSTM":[119],"performs":[122],"multi-step":[123],"for":[125],"one":[126],"week":[127],"ahead.":[128],"The":[129],"novel":[130],"dataset":[131],"comes":[133],"from":[134],"set":[136],"activity":[138],"related":[141],"sensors":[142],"deployed":[143],"small":[146],"apartment":[147],"uses":[149],"our":[150],"previously":[151],"designed":[152],"analytics":[153],"architecture.":[154],"baseline":[161],"strategy.":[162],"Both":[163],"approaches":[166],"increase":[167],"accuracy":[170],"significantly.":[171]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
