{"id":"https://openalex.org/W3011023724","doi":"https://doi.org/10.1109/mcom.001.1900394","title":"On Leveraging Machine and Deep Learning for Throughput Prediction in Cellular Networks: Design, Performance, and Challenges","display_name":"On Leveraging Machine and Deep Learning for Throughput Prediction in Cellular Networks: Design, Performance, and Challenges","publication_year":2020,"publication_date":"2020-03-01","ids":{"openalex":"https://openalex.org/W3011023724","doi":"https://doi.org/10.1109/mcom.001.1900394","mag":"3011023724"},"language":"en","primary_location":{"id":"doi:10.1109/mcom.001.1900394","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.001.1900394","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"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 Communications Magazine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://cora.ucc.ie/bitstreams/6d9a91aa-1ce6-4c8b-8a8a-094e68d81e90/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071626714","display_name":"Darijo Raca","orcid":"https://orcid.org/0000-0002-5317-2143"},"institutions":[{"id":"https://openalex.org/I104817121","display_name":"University of Sarajevo","ror":"https://ror.org/02hhwgd43","country_code":"BA","type":"education","lineage":["https://openalex.org/I104817121"]},{"id":"https://openalex.org/I27577105","display_name":"University College Cork","ror":"https://ror.org/03265fv13","country_code":"IE","type":"education","lineage":["https://openalex.org/I27577105"]}],"countries":["BA","IE"],"is_corresponding":false,"raw_author_name":"Darijo Raca","raw_affiliation_strings":["University College Cork","University of Sarajevo, Bosnia and Herzegovina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College Cork","institution_ids":["https://openalex.org/I27577105"]},{"raw_affiliation_string":"University of Sarajevo, Bosnia and Herzegovina","institution_ids":["https://openalex.org/I104817121"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066566275","display_name":"Ahmed H. Zahran","orcid":"https://orcid.org/0000-0003-3405-0324"},"institutions":[{"id":"https://openalex.org/I27577105","display_name":"University College Cork","ror":"https://ror.org/03265fv13","country_code":"IE","type":"education","lineage":["https://openalex.org/I27577105"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Ahmed H. Zahran","raw_affiliation_strings":["University College Cork"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College Cork","institution_ids":["https://openalex.org/I27577105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074736759","display_name":"Cormac J. Sreenan","orcid":"https://orcid.org/0000-0002-0767-7888"},"institutions":[{"id":"https://openalex.org/I27577105","display_name":"University College Cork","ror":"https://ror.org/03265fv13","country_code":"IE","type":"education","lineage":["https://openalex.org/I27577105"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Cormac J. Sreenan","raw_affiliation_strings":["University College Cork"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College Cork","institution_ids":["https://openalex.org/I27577105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101695881","display_name":"Rakesh K. Sinha","orcid":"https://orcid.org/0009-0003-0645-2841"},"institutions":[{"id":"https://openalex.org/I1283103587","display_name":"AT&T (United States)","ror":"https://ror.org/02bbd5539","country_code":"US","type":"company","lineage":["https://openalex.org/I1283103587"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rakesh K. Sinha","raw_affiliation_strings":["AT&T Labs \u2014 Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AT&T Labs \u2014 Research","institution_ids":["https://openalex.org/I1283103587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070242692","display_name":"Emir Halepovic","orcid":"https://orcid.org/0009-0000-3384-7134"},"institutions":[{"id":"https://openalex.org/I1283103587","display_name":"AT&T (United States)","ror":"https://ror.org/02bbd5539","country_code":"US","type":"company","lineage":["https://openalex.org/I1283103587"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Emir Halepovic","raw_affiliation_strings":["AT&T Labs \u2014 Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AT&T Labs \u2014 Research","institution_ids":["https://openalex.org/I1283103587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112853619","display_name":"Rittwik Jana","orcid":null},"institutions":[{"id":"https://openalex.org/I1283103587","display_name":"AT&T (United States)","ror":"https://ror.org/02bbd5539","country_code":"US","type":"company","lineage":["https://openalex.org/I1283103587"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rittwik Jana","raw_affiliation_strings":["AT&T Labs \u2014 Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AT&T Labs \u2014 Research","institution_ids":["https://openalex.org/I1283103587"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102931157","display_name":"Vijay Gopalakrishnan","orcid":"https://orcid.org/0009-0002-1745-217X"},"institutions":[{"id":"https://openalex.org/I1283103587","display_name":"AT&T (United States)","ror":"https://ror.org/02bbd5539","country_code":"US","type":"company","lineage":["https://openalex.org/I1283103587"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vijay Gopalakrishnan","raw_affiliation_strings":["AT&T Labs \u2014 Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AT&T Labs \u2014 Research","institution_ids":["https://openalex.org/I1283103587"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.9952,"has_fulltext":true,"cited_by_count":77,"citation_normalized_percentile":{"value":0.95996433,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"58","issue":"3","first_page":"11","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11409","display_name":"Advanced Wireless Network Optimization","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11409","display_name":"Advanced Wireless Network Optimization","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":0.9990000128746033,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/computer-science","display_name":"Computer science","score":0.9192172288894653},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.6340378522872925},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5819598436355591},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.5671079754829407},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.5352151393890381},{"id":"https://openalex.org/keywords/phy","display_name":"PHY","score":0.5023465156555176},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.47365105152130127},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.45280009508132935},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44630876183509827},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.44310781359672546},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4273563623428345},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.39756858348846436},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3815922141075134},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3644232153892517},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3227521479129791},{"id":"https://openalex.org/keywords/physical-layer","display_name":"Physical layer","score":0.30501604080200195},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.14019614458084106}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9192172288894653},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.6340378522872925},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5819598436355591},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.5671079754829407},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.5352151393890381},{"id":"https://openalex.org/C41918916","wikidata":"https://www.wikidata.org/wiki/Q192727","display_name":"PHY","level":4,"score":0.5023465156555176},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.47365105152130127},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.45280009508132935},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44630876183509827},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.44310781359672546},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4273563623428345},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.39756858348846436},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3815922141075134},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3644232153892517},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3227521479129791},{"id":"https://openalex.org/C19247436","wikidata":"https://www.wikidata.org/wiki/Q192727","display_name":"Physical layer","level":3,"score":0.30501604080200195},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.14019614458084106},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/mcom.001.1900394","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.001.1900394","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"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 Communications Magazine","raw_type":"journal-article"},{"id":"pmh:oai:cora.ucc.ie:10468/9865","is_oa":true,"landing_page_url":"http://hdl.handle.net/10468/9865","pdf_url":"https://cora.ucc.ie/bitstreams/6d9a91aa-1ce6-4c8b-8a8a-094e68d81e90/download","source":{"id":"https://openalex.org/S4306401150","display_name":"Cork Open Research Archive (University College Cork, Ireland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210141138","host_organization_name":"APC Microbiome Institute","host_organization_lineage":["https://openalex.org/I4210141138"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:cora.ucc.ie:10468/9865","is_oa":true,"landing_page_url":"http://hdl.handle.net/10468/9865","pdf_url":"https://cora.ucc.ie/bitstreams/6d9a91aa-1ce6-4c8b-8a8a-094e68d81e90/download","source":{"id":"https://openalex.org/S4306401150","display_name":"Cork Open Research Archive (University College Cork, Ireland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210141138","host_organization_name":"APC Microbiome Institute","host_organization_lineage":["https://openalex.org/I4210141138"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.46000000834465027,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G8949749854","display_name":"An Internet Infrastructure for Video Streaming Optimisation (iVID)","funder_award_id":"13/IA/1892","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"}],"funders":[{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3011023724.pdf","grobid_xml":"https://content.openalex.org/works/W3011023724.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W2028138594","https://openalex.org/W2069291311","https://openalex.org/W2074128438","https://openalex.org/W2136348220","https://openalex.org/W2403288351","https://openalex.org/W2756968191","https://openalex.org/W2760866949","https://openalex.org/W2797779168","https://openalex.org/W2890784198","https://openalex.org/W2906364736","https://openalex.org/W2921640676","https://openalex.org/W2952505272","https://openalex.org/W2962883549","https://openalex.org/W3009217644","https://openalex.org/W3103072945","https://openalex.org/W4379230031"],"related_works":["https://openalex.org/W1996202879","https://openalex.org/W3165804345","https://openalex.org/W2994999158","https://openalex.org/W2945523224","https://openalex.org/W4313639042","https://openalex.org/W2444418218","https://openalex.org/W4241709719","https://openalex.org/W2727597159","https://openalex.org/W2514934301","https://openalex.org/W2111773294"],"abstract_inverted_index":{"The":[0,27],"highly":[1],"dynamic":[2],"wireless":[3],"communication":[4],"environment":[5],"poses":[6],"a":[7,114,132],"challenge":[8],"for":[9,45,56,123],"many":[10],"applications":[11],"(e.g.,":[12,37],"adaptive":[13],"multimedia":[14],"streaming":[15,130],"services).":[16],"Providing":[17],"accurate":[18,57,138],"TP":[19,58,124,139],"can":[20,53],"significantly":[21],"improve":[22],"performance":[23],"of":[24,108,156],"these":[25],"applications.":[26],"scheduling":[28],"algorithms":[29],"in":[30,59,125,153],"cellular":[31,60,126],"networks":[32,61],"consider":[33],"various":[34],"PHY":[35,63,119],"metrics,":[36],"CQI)":[38],"and":[39,64,73,79,87,112,120,150,165],"throughput":[40],"history":[41],"when":[42],"assigning":[43],"resources":[44],"each":[46],"user.":[47],"This":[48],"article":[49],"explains":[50],"how":[51,137],"AI":[52],"be":[54,172],"leveraged":[55],"using":[62,94],"application":[65,121],"layer":[66],"metrics.":[67],"We":[68,81,97],"present":[69],"key":[70,84],"architectural":[71],"components":[72],"implementation":[74],"options,":[75],"illustrating":[76],"their":[77,89],"advantages":[78],"limitations.":[80],"also":[82],"highlight":[83],"design":[85],"choices":[86],"investigate":[88],"impact":[90,107],"on":[91,162],"prediction":[92],"accuracy":[93],"real":[95],"data.":[96],"believe":[98,170],"this":[99],"is":[100],"the":[101,106,141,154],"first":[102],"study":[103],"that":[104,168],"examines":[105],"integrating":[109],"network-level":[110],"data":[111],"applying":[113],"deep":[115],"learning":[116],"technique":[117],"(on":[118],"data)":[122],"systems.":[127],"Using":[128],"video":[129],"as":[131],"use":[133],"case,":[134],"we":[135,146,160,169],"illustrate":[136],"improves":[140],"end":[142],"user's":[143],"QoE.":[144],"Furthermore,":[145],"identify":[147],"open":[148],"questions":[149],"research":[151],"challenges":[152],"area":[155],"AI-driven":[157],"TP.":[158],"Finally,":[159],"report":[161],"lessons":[163],"learned":[164],"provide":[166],"conclusions":[167],"will":[171],"useful":[173],"to":[174,178],"network":[175],"practitioners":[176],"seeking":[177],"apply":[179],"AI.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":19},{"year":2020,"cited_by_count":2}],"updated_date":"2026-06-22T08:00:12.763002","created_date":"2025-10-10T00:00:00"}