{"id":"https://openalex.org/W4387870340","doi":"https://doi.org/10.1109/icc45041.2023.10279102","title":"A Dynamic Bernstein Graph Recurrent Network for Wireless Cellular Traffic Prediction","display_name":"A Dynamic Bernstein Graph Recurrent Network for Wireless Cellular Traffic Prediction","publication_year":2023,"publication_date":"2023-05-28","ids":{"openalex":"https://openalex.org/W4387870340","doi":"https://doi.org/10.1109/icc45041.2023.10279102"},"language":"en","primary_location":{"id":"doi:10.1109/icc45041.2023.10279102","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc45041.2023.10279102","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2023 - IEEE International Conference on Communications","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/A5108850538","display_name":"Ali Reza Mehrabian","orcid":"https://orcid.org/0009-0008-9377-5695"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ali Mehrabian","raw_affiliation_strings":["The University of British Columbia,Department of Electrical and Computer Engineering,Vancouver,Canada","Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of British Columbia,Department of Electrical and Computer Engineering,Vancouver,Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011888557","display_name":"Shahab Bahrami","orcid":"https://orcid.org/0000-0002-3554-0539"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Shahab Bahrami","raw_affiliation_strings":["The University of British Columbia,Department of Electrical and Computer Engineering,Vancouver,Canada","Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of British Columbia,Department of Electrical and Computer Engineering,Vancouver,Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003037377","display_name":"Vincent W. S. Wong","orcid":"https://orcid.org/0000-0003-3821-4365"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Vincent W.S. Wong","raw_affiliation_strings":["The University of British Columbia,Department of Electrical and Computer Engineering,Vancouver,Canada","Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of British Columbia,Department of Electrical and Computer Engineering,Vancouver,Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, Canada","institution_ids":["https://openalex.org/I141945490"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I141945490"],"apc_list":null,"apc_paid":null,"fwci":10.9934,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.99138773,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"3842","last_page":"3847"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9993000030517578,"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"}},{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10138","display_name":"Network Traffic and Congestion Control","score":0.9850999712944031,"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":0.7338865995407104},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.6023631691932678},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5614277720451355},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.5387974381446838},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5134857296943665},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.48011159896850586},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3385215997695923},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.326969712972641},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.21160051226615906},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14386212825775146}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7338865995407104},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.6023631691932678},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5614277720451355},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5387974381446838},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5134857296943665},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.48011159896850586},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3385215997695923},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.326969712972641},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.21160051226615906},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14386212825775146},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icc45041.2023.10279102","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc45041.2023.10279102","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2023 - IEEE International Conference on Communications","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.44999998807907104}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2190432600","https://openalex.org/W2907637692","https://openalex.org/W2921319277","https://openalex.org/W2964015378","https://openalex.org/W3034215963","https://openalex.org/W3038981236","https://openalex.org/W3047104333","https://openalex.org/W3082935815","https://openalex.org/W3139204882","https://openalex.org/W3215281442","https://openalex.org/W4206755733","https://openalex.org/W4287115771","https://openalex.org/W4290996359","https://openalex.org/W6726873649","https://openalex.org/W6780221082","https://openalex.org/W6786152982","https://openalex.org/W6798141675","https://openalex.org/W6804532568"],"related_works":["https://openalex.org/W2017432143","https://openalex.org/W1973694374","https://openalex.org/W2983574358","https://openalex.org/W2370475531","https://openalex.org/W4385924768","https://openalex.org/W4256551238","https://openalex.org/W2610550183","https://openalex.org/W2258161702","https://openalex.org/W3133147449","https://openalex.org/W1901143057"],"abstract_inverted_index":{"Predictive":[0],"analysis":[1],"of":[2,27,31,46,160,189],"wireless":[3,28,42,74],"cellular":[4,75],"traffic":[5,15,43,71,132],"plays":[6],"an":[7],"important":[8],"role":[9],"in":[10,73,98,187],"network":[11,69,141],"resources":[12],"provisioning.":[13],"Accurate":[14],"prediction":[16,72],"is":[17,115],"a":[18,64,80,95,99,136,150,165],"challenging":[19],"task":[20],"due":[21],"to":[22,87,118,182],"the":[23,32,47,51,89,120,125,130,145,158,190],"dynamic":[24,65,82,103,137],"spatial-temporal":[25,131],"nature":[26],"traffic.":[29],"Most":[30],"existing":[33],"approaches":[34,48],"do":[35],"not":[36],"consider":[37],"spectral":[38,81],"domain":[39],"information":[40],"for":[41,70],"prediction.":[44],"Some":[45],"cannot":[49],"capture":[50,119],"spatial":[52,90,121],"dependencies":[53,91],"between":[54,92],"neighbouring":[55],"and":[56,123,179,184,196],"distant":[57],"cells.":[58],"In":[59],"this":[60],"paper,":[61],"we":[62,78,134],"propose":[63,135],"Bernstein":[66,104,112,138],"graph":[67,83,97,139],"recurrent":[68,140,152],"networks.":[76],"First,":[77],"design":[79],"construction":[84],"(SDGC)":[85],"method":[86],"model":[88,163,173],"cells":[93],"as":[94],"dependency":[96],"data-driven":[100],"fashion.":[101],"A":[102],"polynomial":[105,113],"filtering":[106],"(DBPF)":[107],"scheme":[108],"based":[109],"on":[110],"the$K$-order":[111],"approximation":[114],"then":[116],"developed":[117],"correlations":[122],"infer":[124],"cell-specific":[126],"parameters.":[127],"To":[128],"predict":[129],"demands,":[133],"(DBGRN),":[142],"which":[143],"integrates":[144],"proposed":[146,162,172],"DBPF":[147],"module":[148],"with":[149],"gated":[151],"unit":[153],"(GRU)":[154],"network.":[155],"We":[156],"evaluate":[157],"performance":[159],"our":[161,171],"using":[164],"real-world":[166],"dataset.":[167],"Results":[168],"show":[169],"that":[170],"outperforms":[174],"four":[175],"state-of-the-art":[176],"baseline":[177],"schemes,":[178],"achieves":[180],"up":[181],"8%":[183],"10%":[185],"improvements":[186],"terms":[188],"root":[191],"mean":[192,197],"squared":[193],"error":[194,199],"(RMSE)":[195],"absolute":[198],"(MAE),":[200],"respectively.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":8}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}