{"id":"https://openalex.org/W3190913086","doi":"https://doi.org/10.17671/gazibtd.685500","title":"Deep AutoEncoders in Recommender Systems: An Application about Internet of Things Service Recommendation","display_name":"Deep AutoEncoders in Recommender Systems: An Application about Internet of Things Service Recommendation","publication_year":2021,"publication_date":"2021-07-31","ids":{"openalex":"https://openalex.org/W3190913086","doi":"https://doi.org/10.17671/gazibtd.685500","mag":"3190913086"},"language":"en","primary_location":{"id":"doi:10.17671/gazibtd.685500","doi":"https://doi.org/10.17671/gazibtd.685500","is_oa":true,"landing_page_url":"https://doi.org/10.17671/gazibtd.685500","pdf_url":"https://dergipark.org.tr/en/download/article-file/958774","source":{"id":"https://openalex.org/S2764944911","display_name":"Bili\u015fim Teknolojileri Dergisi","issn_l":"1307-9697","issn":["1307-9697","2147-0715"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["tr-dizin"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bili\u015fim Teknolojileri Dergisi","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://dergipark.org.tr/en/download/article-file/958774","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061205631","display_name":"\u015eule \u00d6zt\u00fcrk Birim","orcid":"https://orcid.org/0000-0001-7544-8588","observed_orcids":["https://orcid.org/0000-0001-7544-8588"]},"institutions":[{"id":"https://openalex.org/I16748637","display_name":"Manisa Celal Bayar University","ror":"https://ror.org/053f2w588","country_code":"TR","type":"education","lineage":["https://openalex.org/I16748637"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Sule B\u0130R\u0130M","raw_affiliation_strings":["MAN\u0130SA CEL\u00c2L BAYAR \u00dcN\u0130VERS\u0130TES\u0130"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MAN\u0130SA CEL\u00c2L BAYAR \u00dcN\u0130VERS\u0130TES\u0130","institution_ids":["https://openalex.org/I16748637"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5061205631"],"corresponding_institution_ids":["https://openalex.org/I16748637"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":"3","first_page":"267","last_page":"277"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10203","display_name":"Recommender Systems and Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T13038","display_name":"Internet of Things and AI","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/deep-autoencoder","display_name":"deep autoencoder","score":0.8809999823570251},{"id":"https://openalex.org/keywords/recommender-systems","display_name":"recommender systems","score":0.890999972820282},{"id":"https://openalex.org/keywords/social-internet-of-things","display_name":"social Internet of Things","score":0.7070000171661377}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8955725431442261},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7875478267669678},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6714408993721008},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.6106519103050232},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5984643697738647},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.5759409070014954},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5018410682678223},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.49440670013427734},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.49282029271125793},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.47410184144973755},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4336364269256592},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.4315968155860901},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3257327079772949},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.17671/gazibtd.685500","doi":"https://doi.org/10.17671/gazibtd.685500","is_oa":true,"landing_page_url":"https://doi.org/10.17671/gazibtd.685500","pdf_url":"https://dergipark.org.tr/en/download/article-file/958774","source":{"id":"https://openalex.org/S2764944911","display_name":"Bili\u015fim Teknolojileri Dergisi","issn_l":"1307-9697","issn":["1307-9697","2147-0715"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["tr-dizin"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bili\u015fim Teknolojileri Dergisi","raw_type":"journal-article"},{"id":"pmh:oai:dergipark.org.tr:article/685500","doi":null,"is_oa":true,"landing_page_url":"https://dergipark.org.tr/tr/pub/gazibtd/issue/64349/685500","pdf_url":null,"source":{"id":"https://openalex.org/S2764944911","display_name":"Bili\u015fim Teknolojileri Dergisi","issn_l":"1307-9697","issn":["1307-9697","2147-0715"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["tr-dizin"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.17671/gazibtd.685500","doi":"https://doi.org/10.17671/gazibtd.685500","is_oa":true,"landing_page_url":"https://doi.org/10.17671/gazibtd.685500","pdf_url":"https://dergipark.org.tr/en/download/article-file/958774","source":{"id":"https://openalex.org/S2764944911","display_name":"Bili\u015fim Teknolojileri Dergisi","issn_l":"1307-9697","issn":["1307-9697","2147-0715"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["tr-dizin"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bili\u015fim Teknolojileri Dergisi","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.7207000255584717,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3190913086.pdf","grobid_xml":"https://content.openalex.org/works/W3190913086.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W387326119","https://openalex.org/W1496696598","https://openalex.org/W1596666283","https://openalex.org/W1720514416","https://openalex.org/W1853953842","https://openalex.org/W2012713830","https://openalex.org/W2042281163","https://openalex.org/W2054141820","https://openalex.org/W2099866409","https://openalex.org/W2100235918","https://openalex.org/W2100495367","https://openalex.org/W2102409316","https://openalex.org/W2116206254","https://openalex.org/W2119523409","https://openalex.org/W2171282218","https://openalex.org/W2176412452","https://openalex.org/W2202048727","https://openalex.org/W2253995343","https://openalex.org/W2275983826","https://openalex.org/W2404472757","https://openalex.org/W2515616123","https://openalex.org/W2592414564","https://openalex.org/W2605350416","https://openalex.org/W2607268013","https://openalex.org/W2612144299","https://openalex.org/W2615395371","https://openalex.org/W2726150830","https://openalex.org/W2737521397","https://openalex.org/W2741124718","https://openalex.org/W2742577398","https://openalex.org/W2743297262","https://openalex.org/W2743992351","https://openalex.org/W2744268615","https://openalex.org/W2804537577","https://openalex.org/W2806277834","https://openalex.org/W2883861306","https://openalex.org/W2887955381","https://openalex.org/W2901383872","https://openalex.org/W2902312758","https://openalex.org/W2907642217","https://openalex.org/W2921866375","https://openalex.org/W3127147809","https://openalex.org/W3168538614"],"related_works":["https://openalex.org/W3144675916","https://openalex.org/W4388511670","https://openalex.org/W7203571484","https://openalex.org/W4312555009","https://openalex.org/W2275983826","https://openalex.org/W2293288627","https://openalex.org/W4405934372","https://openalex.org/W4211028193","https://openalex.org/W1496696598","https://openalex.org/W4414378110"],"abstract_inverted_index":{"The":[0,94,108],"Internet":[1],"of":[2,23,40,45,143,159],"Things":[3],"(IoT)":[4],"is":[5,100],"a":[6,34,103,156,173],"system":[7],"that":[8,111,140],"includes":[9],"small":[10],"interconnected":[11],"devices":[12,80],"sharing":[13],"information":[14],"through":[15],"the":[16,38,43,46,53,79,115,121,141,144,166,179],"Internet.":[17],"Future":[18],"expects":[19],"an":[20],"increasing":[21],"number":[22],"services":[24,31,72],"in":[25,97],"IoT":[26,30,41,58,106,167],"devices.":[27],"Therefore,":[28],"recommending":[29],"will":[32],"be":[33,148],"vital":[35],"task":[36],"for":[37],"future":[39],"and":[42,73,131],"convenience":[44],"users.":[47],"This":[48,162],"study":[49,65,99,163],"aims":[50],"to":[51,56,70,75,88,120,134,165,178],"find":[52],"best":[54],"methodology":[55,69],"provide":[57],"service":[59,91,168],"recommendation.":[60],"With":[61],"this":[62,64,98],"aim,":[63],"proposes":[66],"deep":[67,112,145],"autoencoders":[68,84,113,124,146],"recommend":[71],"applications":[74],"users":[76],"based":[77],"on":[78],"they":[81],"own.":[82],"Deep":[83,123],"utilize":[85],"neural":[86],"networks":[87],"predict":[89],"user":[90],"preference":[92],"matrix.":[93],"data":[95],"used":[96],"constructed":[101],"from":[102],"real-world":[104],"Social":[105],"dataset.":[107],"results":[109],"showed":[110],"outperformed":[114],"state-of-the-art":[116],"recommendation":[117,169,181],"methods.":[118,136],"According":[119],"results,":[122],"improved":[125],"performance":[126,142],"indicators":[127],"varying":[128],"between":[129],"13.5%":[130],"69.5%":[132],"compared":[133,177],"other":[135],"Findings":[137],"also":[138],"indicate":[139],"can":[147],"enhanced":[149],"by":[150,171],"using":[151],"ELU":[152],"(exponential":[153],"linear":[154],"units),":[155],"specific":[157],"type":[158],"activation":[160],"function.":[161],"contributes":[164],"literature":[170],"proposing":[172],"superior":[174],"approach":[175],"when":[176],"traditional":[180],"techniques.":[182]},"counts_by_year":[],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2021-08-16T00:00:00"}