{"id":"https://openalex.org/W4388085037","doi":"https://doi.org/10.1109/pimrc56721.2023.10294042","title":"Data-Driven Modelling of Mobile Network Demand for Efficient Spectrum Management","display_name":"Data-Driven Modelling of Mobile Network Demand for Efficient Spectrum Management","publication_year":2023,"publication_date":"2023-09-05","ids":{"openalex":"https://openalex.org/W4388085037","doi":"https://doi.org/10.1109/pimrc56721.2023.10294042"},"language":"en","primary_location":{"id":"doi:10.1109/pimrc56721.2023.10294042","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/pimrc56721.2023.10294042","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 34th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","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/A5030165559","display_name":"Janaki Parekh","orcid":"https://orcid.org/0000-0003-4982-4644"},"institutions":[{"id":"https://openalex.org/I4210151552","display_name":"Communications Research Centre Canada","ror":"https://ror.org/05dybt340","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210151552"]},{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Janaki Parekh","raw_affiliation_strings":["Communications Research Centre,Ottawa,ON,Canada","Carleton University, Ottawa, ON, Canada","Communications Research Centre, Ottawa, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Communications Research Centre,Ottawa,ON,Canada","institution_ids":["https://openalex.org/I4210151552"]},{"raw_affiliation_string":"Carleton University, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I67031392"]},{"raw_affiliation_string":"Communications Research Centre, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210151552"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101830536","display_name":"Amir Ghasemi","orcid":"https://orcid.org/0000-0003-3383-8320"},"institutions":[{"id":"https://openalex.org/I4210151552","display_name":"Communications Research Centre Canada","ror":"https://ror.org/05dybt340","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210151552"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Amir Ghasemi","raw_affiliation_strings":["Communications Research Centre,Ottawa,ON,Canada","Communications Research Centre, Ottawa, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Communications Research Centre,Ottawa,ON,Canada","institution_ids":["https://openalex.org/I4210151552"]},{"raw_affiliation_string":"Communications Research Centre, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210151552"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035446029","display_name":"Halim Yan\u0131k\u00f6mero\u011flu","orcid":"https://orcid.org/0000-0003-4776-9354"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Halim Yanikomeroglu","raw_affiliation_strings":["Carleton University,Ottawa,ON,Canada","Carleton University, Ottawa, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carleton University,Ottawa,ON,Canada","institution_ids":["https://openalex.org/I67031392"]},{"raw_affiliation_string":"Carleton University, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I67031392"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9908000230789185,"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"}},"topics":[{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9908000230789185,"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/T11499","display_name":"ICT Impact and Policies","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T11911","display_name":"Spatial and Panel Data Analysis","score":0.97079998254776,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7506841421127319},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.6303709745407104},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.4587138295173645},{"id":"https://openalex.org/keywords/spectrum-management","display_name":"Spectrum management","score":0.45749741792678833},{"id":"https://openalex.org/keywords/geospatial-analysis","display_name":"Geospatial analysis","score":0.4554769992828369},{"id":"https://openalex.org/keywords/frequency-allocation","display_name":"Frequency allocation","score":0.4455380141735077},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.44113242626190186},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.43738648295402527},{"id":"https://openalex.org/keywords/white-spaces","display_name":"White spaces","score":0.4357214570045471},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4324338734149933},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4121338427066803},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.27438801527023315},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.26573270559310913},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.22503721714019775},{"id":"https://openalex.org/keywords/cognitive-radio","display_name":"Cognitive radio","score":0.22188371419906616}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7506841421127319},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.6303709745407104},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.4587138295173645},{"id":"https://openalex.org/C63029442","wikidata":"https://www.wikidata.org/wiki/Q6504978","display_name":"Spectrum management","level":4,"score":0.45749741792678833},{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.4554769992828369},{"id":"https://openalex.org/C134579502","wikidata":"https://www.wikidata.org/wiki/Q1455619","display_name":"Frequency allocation","level":2,"score":0.4455380141735077},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.44113242626190186},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.43738648295402527},{"id":"https://openalex.org/C96391052","wikidata":"https://www.wikidata.org/wiki/Q256313","display_name":"White spaces","level":4,"score":0.4357214570045471},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4324338734149933},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4121338427066803},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.27438801527023315},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26573270559310913},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.22503721714019775},{"id":"https://openalex.org/C149946192","wikidata":"https://www.wikidata.org/wiki/Q3235733","display_name":"Cognitive radio","level":3,"score":0.22188371419906616},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/pimrc56721.2023.10294042","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/pimrc56721.2023.10294042","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 34th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W429766147","https://openalex.org/W2143022143","https://openalex.org/W2408652993","https://openalex.org/W2909805136","https://openalex.org/W2967733078","https://openalex.org/W2972629016","https://openalex.org/W3183451148","https://openalex.org/W3206495318","https://openalex.org/W4312530697","https://openalex.org/W6767230154"],"related_works":["https://openalex.org/W2756384182","https://openalex.org/W2034515435","https://openalex.org/W2724771760","https://openalex.org/W1490150884","https://openalex.org/W2742904118","https://openalex.org/W2397341284","https://openalex.org/W2085384452","https://openalex.org/W1994734174","https://openalex.org/W2085368053","https://openalex.org/W2755788478"],"abstract_inverted_index":{"As":[0],"research":[1],"in":[2,43,88,121,154],"wireless":[3],"communications":[4],"shifts":[5],"towards":[6],"developing":[7],"the":[8,14,20,47,152,155,186],"next":[9],"generation":[10],"of":[11,112,151,181],"mobile":[12,23,57,136],"networks,":[13],"demand":[15,21,54,76,83,134,190],"for":[16,22,49,135,157],"spectrum":[17,72,91,182,214],"\u2014":[18,25],"specifically,":[19],"services":[24,137],"continues":[26],"to":[27,34,62,97,131,147,176,208],"grow.":[28],"Many":[29],"6G":[30],"verticals":[31],"are":[32],"envisioned":[33],"have":[35],"much":[36],"higher":[37],"data":[38,156],"and":[39,77,94,102,205],"capacity":[40],"requirements,":[41],"which,":[42],"turn,":[44],"will":[45],"increase":[46],"need":[48],"more":[50,203,212],"spectrum.":[51],"While":[52],"current":[53,75,133],"within":[55],"a":[56,109,124,139,171,202],"network":[58],"might":[59],"be":[60],"known":[61],"its":[63],"respective":[64],"operator,":[65],"it":[66],"is":[67,92,145,191],"not":[68],"easily":[69],"observable":[70],"by":[71,194],"regulators.":[73],"Understanding":[74],"identifying":[78],"potential":[79,178],"factors":[80],"that":[81,90,189],"drive":[82],"can":[84],"greatly":[85],"assist":[86],"regulators":[87,210],"ensuring":[89],"managed":[93],"released":[95],"efficiently":[96],"best":[98],"support":[99],"emerging":[100],"technologies":[101],"use":[103],"cases.In":[104],"this":[105],"paper,":[106],"we":[107,200],"leverage":[108],"large":[110],"variety":[111],"input":[113],"features":[114],"derived":[115],"from":[116],"publicly":[117],"available":[118],"geospatial":[119],"datasets":[120],"conjunction":[122],"with":[123],"gradient":[125],"boosting":[126],"tree-based":[127],"machine":[128],"learning":[129],"model":[130,144,207],"estimate":[132],"at":[138],"local":[140],"level.":[141],"The":[142],"proposed":[143],"able":[146],"capture":[148],"over":[149],"60%":[150],"variance":[153],"two":[158],"different":[159,165],"test":[160],"scenarios,":[161],"effectively":[162],"outperforming":[163],"three":[164],"baseline":[166],"algorithms.":[167],"We":[168],"also":[169],"employ":[170],"gain-based":[172],"feature":[173],"importance":[174],"algorithm":[175],"identify":[177],"key":[179],"drivers":[180],"demand,":[183],"which":[184],"contrast":[185],"simple":[187],"intuition":[188],"driven":[192],"only":[193],"population":[195],"or":[196],"economic":[197],"activity.":[198],"Finally,":[199],"build":[201],"sparse":[204],"interpretable":[206],"help":[209],"make":[211],"informed":[213],"planning":[215],"decisions.":[216]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-25T09:21:30.201066","created_date":"2025-10-10T00:00:00"}
