{"id":"https://openalex.org/W4315629923","doi":"https://doi.org/10.1109/globecom48099.2022.10001030","title":"End-to-End Deep Learning Proactive Content Caching Framework","display_name":"End-to-End Deep Learning Proactive Content Caching Framework","publication_year":2022,"publication_date":"2022-12-04","ids":{"openalex":"https://openalex.org/W4315629923","doi":"https://doi.org/10.1109/globecom48099.2022.10001030"},"language":"en","primary_location":{"id":"doi:10.1109/globecom48099.2022.10001030","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom48099.2022.10001030","pdf_url":null,"source":{"id":"https://openalex.org/S4363607705","display_name":"GLOBECOM 2022 - 2022 IEEE Global Communications Conference","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":"GLOBECOM 2022 - 2022 IEEE Global Communications Conference","raw_type":"proceedings-article"},"type":"conference-paper","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/A5011402606","display_name":"Eslam Mohamed Bakr","orcid":"https://orcid.org/0000-0003-4642-8881"},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Eslam Mohamed Bakr","raw_affiliation_strings":["Cairo University,EECE Dept.,Giza,Egypt","EECE Dept., Cairo University, Giza, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cairo University,EECE Dept.,Giza,Egypt","institution_ids":["https://openalex.org/I145487455"]},{"raw_affiliation_string":"EECE Dept., Cairo University, Giza, Egypt","institution_ids":["https://openalex.org/I145487455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000166851","display_name":"Hamza Ben-Ammar","orcid":null},"institutions":[{"id":"https://openalex.org/I78744979","display_name":"La Rochelle Universit\u00e9","ror":"https://ror.org/04mv1z119","country_code":"FR","type":"education","lineage":["https://openalex.org/I78744979"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Hamza Ben-Ammar","raw_affiliation_strings":["La Rochelle University,France","La Rochelle University, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"La Rochelle University,France","institution_ids":["https://openalex.org/I78744979"]},{"raw_affiliation_string":"La Rochelle University, France","institution_ids":["https://openalex.org/I78744979"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083360810","display_name":"Hesham M. Eraqi","orcid":"https://orcid.org/0000-0001-9430-7553"},"institutions":[{"id":"https://openalex.org/I80693520","display_name":"American University in Cairo","ror":"https://ror.org/0176yqn58","country_code":"EG","type":"education","lineage":["https://openalex.org/I80693520"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Hesham M. Eraqi","raw_affiliation_strings":["The American University in Cairo"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The American University in Cairo","institution_ids":["https://openalex.org/I80693520"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007229991","display_name":"Sherif G. Aly","orcid":"https://orcid.org/0000-0002-1091-8312"},"institutions":[{"id":"https://openalex.org/I80693520","display_name":"American University in Cairo","ror":"https://ror.org/0176yqn58","country_code":"EG","type":"education","lineage":["https://openalex.org/I80693520"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Sherif G. Aly","raw_affiliation_strings":["The American University in Cairo"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The American University in Cairo","institution_ids":["https://openalex.org/I80693520"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037218370","display_name":"Tamer ElBatt","orcid":"https://orcid.org/0000-0002-1081-9576"},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]},{"id":"https://openalex.org/I80693520","display_name":"American University in Cairo","ror":"https://ror.org/0176yqn58","country_code":"EG","type":"education","lineage":["https://openalex.org/I80693520"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Tamer Elbatt","raw_affiliation_strings":["Cairo University,EECE Dept.,Giza,Egypt","EECE Dept., Cairo University, Giza, Egypt","The American University in Cairo"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cairo University,EECE Dept.,Giza,Egypt","institution_ids":["https://openalex.org/I145487455"]},{"raw_affiliation_string":"EECE Dept., Cairo University, Giza, Egypt","institution_ids":["https://openalex.org/I145487455"]},{"raw_affiliation_string":"The American University in Cairo","institution_ids":["https://openalex.org/I80693520"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076759830","display_name":"Yacine Ghamri-Doudane","orcid":"https://orcid.org/0000-0002-7986-2476"},"institutions":[{"id":"https://openalex.org/I78744979","display_name":"La Rochelle Universit\u00e9","ror":"https://ror.org/04mv1z119","country_code":"FR","type":"education","lineage":["https://openalex.org/I78744979"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Yacine Ghamri-Doudane","raw_affiliation_strings":["La Rochelle University,France","La Rochelle University, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"La Rochelle University,France","institution_ids":["https://openalex.org/I78744979"]},{"raw_affiliation_string":"La Rochelle University, France","institution_ids":["https://openalex.org/I78744979"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.348,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.80494646,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1043","last_page":"1048"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11478","display_name":"Caching and Content Delivery","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9848999977111816,"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9114999771118164,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/computer-science","display_name":"Computer science","score":0.8693351745605469},{"id":"https://openalex.org/keywords/movielens","display_name":"MovieLens","score":0.7593762874603271},{"id":"https://openalex.org/keywords/end-to-end-principle","display_name":"End-to-end principle","score":0.6384930610656738},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6304016709327698},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.49105381965637207},{"id":"https://openalex.org/keywords/end-user","display_name":"End user","score":0.47890034317970276},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45570242404937744},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.45113521814346313},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4351412057876587},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.37520039081573486},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.32562923431396484},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2859962582588196},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.19531860947608948},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.13054236769676208},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.11672240495681763}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8693351745605469},{"id":"https://openalex.org/C2776156558","wikidata":"https://www.wikidata.org/wiki/Q4353746","display_name":"MovieLens","level":4,"score":0.7593762874603271},{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.6384930610656738},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6304016709327698},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.49105381965637207},{"id":"https://openalex.org/C91262260","wikidata":"https://www.wikidata.org/wiki/Q528074","display_name":"End user","level":2,"score":0.47890034317970276},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45570242404937744},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.45113521814346313},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4351412057876587},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.37520039081573486},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.32562923431396484},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2859962582588196},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.19531860947608948},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.13054236769676208},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.11672240495681763},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/globecom48099.2022.10001030","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom48099.2022.10001030","pdf_url":null,"source":{"id":"https://openalex.org/S4363607705","display_name":"GLOBECOM 2022 - 2022 IEEE Global Communications Conference","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":"GLOBECOM 2022 - 2022 IEEE Global Communications Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.49000000953674316}],"awards":[{"id":"https://openalex.org/G7517271194","display_name":"Smart Collaborative cOmputing, caching and netwoRking paradIgm for Next Generation communication infrastructures","funder_award_id":"ANR-19-CHR3-0004","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W69213493","https://openalex.org/W95608104","https://openalex.org/W1677182931","https://openalex.org/W1993484402","https://openalex.org/W2019405494","https://openalex.org/W2051773775","https://openalex.org/W2605350416","https://openalex.org/W2767290677","https://openalex.org/W2861767356","https://openalex.org/W2900509250","https://openalex.org/W2903523957","https://openalex.org/W2912847086","https://openalex.org/W2917116807","https://openalex.org/W2963805280","https://openalex.org/W2999994965","https://openalex.org/W4241687679","https://openalex.org/W4301409532","https://openalex.org/W6602783446","https://openalex.org/W6736175359"],"related_works":["https://openalex.org/W2524663498","https://openalex.org/W2113380565","https://openalex.org/W2781850661","https://openalex.org/W3004286290","https://openalex.org/W4233347881","https://openalex.org/W2169020911","https://openalex.org/W2297964623","https://openalex.org/W2549064611","https://openalex.org/W1518338130","https://openalex.org/W2907069037"],"abstract_inverted_index":{"Proactive":[0],"content":[1,21,35,49,59,78,114,128,179],"caching":[2,50,69,94,129,180],"has":[3],"been":[4],"proposed":[5,65,168],"as":[6,174,183],"a":[7,73,83,122,150,184],"promising":[8],"solution":[9],"to":[10,29,120],"cope":[11],"with":[12],"the":[13,17,53,68,98,101,127],"challenges":[14],"caused":[15],"by":[16,71],"rapid":[18],"surge":[19],"in":[20,113],"access":[22],"using":[23],"wireless":[24],"and":[25,28,58,88,92],"mobile":[26],"devices":[27],"prevent":[30],"significant":[31],"revenue":[32],"loss":[33],"for":[34,47],"providers.":[36],"In":[37,96],"this":[38,132],"paper,":[39],"we":[40,105,118,142],"propose":[41],"an":[42,107,134],"end-to-end":[43,135],"Deep":[44,84,136,169],"Learning":[45,137,170],"framework":[46,138],"proactive":[48],"that":[51],"models":[52],"dynamic":[54],"interaction":[55],"between":[56],"users":[57],"items,":[60,79],"particularly":[61],"their":[62],"features.":[63],"The":[64],"model":[66,87],"performs":[67],"task":[70],"building":[72],"probability":[74],"distribution":[75],"across":[76],"different":[77],"per":[80],"user,":[81],"via":[82],"Neural":[85],"Network":[86],"supports,":[89],"both,":[90],"centralized":[91],"distributed":[93],"schemes.":[95],"addition,":[97],"paper":[99],"addresses":[100],"key":[102],"question:":[103],"Do":[104],"need":[106,119],"explicit":[108],"user-item":[109],"pairs-based":[110],"recommendation":[111,123],"system":[112,124],"caching?":[115],"i.e.,":[116],"do":[117],"develop":[121],"while":[125],"tackling":[126],"problem?":[130],"To":[131],"end,":[133],"is":[139,188],"introduced.":[140],"Finally,":[141],"validate":[143],"our":[144,167],"approach":[145],"through":[146],"extensive":[147],"experiments":[148,158],"on":[149],"real-world,":[151],"public":[152],"data":[153],"set,":[154],"coined":[155],"MovieLens.":[156],"Our":[157,186],"show":[159],"consistent":[160],"performance":[161],"gains":[162],"against":[163],"its":[164],"counterparts,":[165],"where":[166],"Caching":[171],"module,":[172],"dubbed":[173],"DLC,":[175],"significantly":[176],"outperforms":[177],"state-of-the-art":[178],"schemes,":[181],"serving":[182],"baseline.":[185],"code":[187],"available":[189],"here:":[190],"https://github.com/heshameraqi/Proactive-Content-Caching-with-Deep-Learning.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}