{"id":"https://openalex.org/W2958264571","doi":"https://doi.org/10.1109/mnet.2019.1800294","title":"Learning at the Edge: Smart Content Delivery in Real World Mobile Social Networks","display_name":"Learning at the Edge: Smart Content Delivery in Real World Mobile Social Networks","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2958264571","doi":"https://doi.org/10.1109/mnet.2019.1800294","mag":"2958264571"},"language":"en","primary_location":{"id":"doi:10.1109/mnet.2019.1800294","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mnet.2019.1800294","pdf_url":null,"source":{"id":"https://openalex.org/S186584794","display_name":"IEEE Network","issn_l":"0890-8044","issn":["0890-8044","1558-156X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Network","raw_type":"journal-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/A5064314482","display_name":"Kaigui Bian","orcid":null},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaigui Bian","raw_affiliation_strings":["Peking University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036452672","display_name":"Chengliang Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengliang Gao","raw_affiliation_strings":["Peking University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100664164","display_name":"Yu Tao","orcid":"https://orcid.org/0000-0003-3768-4250"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Tao","raw_affiliation_strings":["Peking University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020022791","display_name":"Yuanxing Zhang","orcid":"https://orcid.org/0000-0003-1460-8124"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanxing Zhang","raw_affiliation_strings":["Peking University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102012574","display_name":"Lingyang Song","orcid":"https://orcid.org/0000-0001-8644-8241"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingyang Song","raw_affiliation_strings":["Peking University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053831926","display_name":"Shaoling Dong","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shaoling Dong","raw_affiliation_strings":["Fibonacci Data Consulting Services Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fibonacci Data Consulting Services Inc","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100452115","display_name":"Xiaoming Li","orcid":"https://orcid.org/0000-0001-7122-3779"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoming Li","raw_affiliation_strings":["Peking University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University","institution_ids":["https://openalex.org/I20231570"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.9548,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.87516257,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"33","issue":"4","first_page":"208","last_page":"215"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":1.0,"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":1.0,"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/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.9850000143051147,"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/T13194","display_name":"ICT in Developing Communities","score":0.9778000116348267,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.761497437953949},{"id":"https://openalex.org/keywords/content-delivery","display_name":"Content delivery","score":0.6561288833618164},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6204008460044861},{"id":"https://openalex.org/keywords/content-delivery-network","display_name":"Content delivery network","score":0.5377343893051147},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.47423475980758667},{"id":"https://openalex.org/keywords/content-distribution","display_name":"Content distribution","score":0.45525985956192017},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4460234045982361},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3892739713191986},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.26438432931900024},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1551954746246338}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.761497437953949},{"id":"https://openalex.org/C2986847828","wikidata":"https://www.wikidata.org/wiki/Q269415","display_name":"Content delivery","level":2,"score":0.6561288833618164},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6204008460044861},{"id":"https://openalex.org/C2778898579","wikidata":"https://www.wikidata.org/wiki/Q72588","display_name":"Content delivery network","level":3,"score":0.5377343893051147},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.47423475980758667},{"id":"https://openalex.org/C3018752578","wikidata":"https://www.wikidata.org/wiki/Q269415","display_name":"Content distribution","level":2,"score":0.45525985956192017},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4460234045982361},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3892739713191986},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.26438432931900024},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1551954746246338}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mnet.2019.1800294","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mnet.2019.1800294","pdf_url":null,"source":{"id":"https://openalex.org/S186584794","display_name":"IEEE Network","issn_l":"0890-8044","issn":["0890-8044","1558-156X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Network","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W593593395","https://openalex.org/W1503398984","https://openalex.org/W1590696616","https://openalex.org/W1887369574","https://openalex.org/W2009708702","https://openalex.org/W2051773775","https://openalex.org/W2064675550","https://openalex.org/W2530186453","https://openalex.org/W2592755103","https://openalex.org/W2746390786","https://openalex.org/W2787070120","https://openalex.org/W2790854587","https://openalex.org/W2791056945","https://openalex.org/W2792525550","https://openalex.org/W2962721744","https://openalex.org/W2963197439"],"related_works":["https://openalex.org/W2808454856","https://openalex.org/W4310188041","https://openalex.org/W2904607180","https://openalex.org/W2753988227","https://openalex.org/W2040022957","https://openalex.org/W1498985941","https://openalex.org/W2191708173","https://openalex.org/W3088663442","https://openalex.org/W4386211594","https://openalex.org/W2174890184"],"abstract_inverted_index":{"The":[0],"explosive":[1],"growth":[2],"of":[3,16,33,56,107,110,147,157],"network":[4,84,115,169],"traffic":[5,85],"in":[6,19,86,143],"recent":[7],"years":[8],"is":[9,65],"largely":[10],"attributed":[11],"to":[12,52,70,124,129,132,149],"the":[13,25,31,38,83,87,105,114,127,145,155,158],"rising":[14],"demand":[15],"content":[17,49,68,80,89,108,121,128,160,167],"delivery":[18,50,122,161],"mobile":[20,27,57],"networks.":[21],"MSN":[22,111],"has":[23],"become":[24],"top":[26],"application,":[28],"ranked":[29],"by":[30,42],"number":[32,146],"daily":[34,39],"active":[35],"users":[36,58,112,130],"and":[37,59,76],"time":[40],"spent":[41],"users.":[43],"This":[44],"introduces":[45],"new":[46],"challenges":[47],"for":[48,62,67,103,170],"due":[51],"highly":[53],"dynamic":[54],"distribution":[55,90,168],"their":[60,77,133],"requests":[61,148],"content.":[63,151],"It":[64,117],"important":[66],"providers":[69],"understand":[71],"how":[72],"edge":[73],"users'":[74],"mobility":[75],"consumed":[78],"social":[79],"can":[81],"affect":[82],"underlying":[88],"network.":[91],"To":[92],"study":[93],"this":[94],"problem,":[95],"we":[96,153],"present":[97],"a":[98,119,164],"machine":[99],"learning":[100],"based":[101],"framework":[102],"predicting":[104,144],"dynamics":[106],"demands":[109,135],"at":[113],"edge.":[116],"employs":[118],"smart":[120,159],"scheme":[123,162],"dynamically":[125],"deliver":[126],"according":[131],"future":[134],"as":[136],"predicted.":[137],"We":[138],"compare":[139],"four":[140],"regression":[141],"models":[142],"certain":[150],"Then":[152],"evaluate":[154],"performance":[156],"over":[163],"realworld":[165],"commercial":[166],"WeChat.":[171]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}