{"id":"https://openalex.org/W4409640720","doi":"https://doi.org/10.1109/ojcoms.2025.3562794","title":"Modeling Local Demand for Mobile Spectrum: An Interpretable Machine Learning Approach","display_name":"Modeling Local Demand for Mobile Spectrum: An Interpretable Machine Learning Approach","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409640720","doi":"https://doi.org/10.1109/ojcoms.2025.3562794"},"language":"en","primary_location":{"id":"doi:10.1109/ojcoms.2025.3562794","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ojcoms.2025.3562794","pdf_url":null,"source":{"id":"https://openalex.org/S4210202420","display_name":"IEEE Open Journal of the Communications Society","issn_l":"2644-125X","issn":["2644-125X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Open Journal of the Communications Society","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/ojcoms.2025.3562794","any_repository_has_fulltext":true},"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"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Janaki Parekh","raw_affiliation_strings":["Department of Data Science, Communications Research Centre Canada, Ottawa, ON, Canada","Communications Research Centre Canada, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Data Science, Communications Research Centre Canada, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210151552"]},{"raw_affiliation_string":"Communications Research Centre Canada, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210151552"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5097927918","display_name":"Elizabeth Yackoboski","orcid":null},"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/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Elizabeth Yackoboski","raw_affiliation_strings":["Department of Data Science, Communications Research Centre Canada, Ottawa, ON, Canada","University of Waterloo, Waterloo, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Data Science, Communications Research Centre Canada, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210151552"]},{"raw_affiliation_string":"University of Waterloo, Waterloo, ON, Canada","institution_ids":["https://openalex.org/I151746483"]}]},{"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":["Department of Data Science, Communications Research Centre Canada, Ottawa, ON, Canada","Communications Research Centre Canada, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Data Science, Communications Research Centre Canada, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210151552"]},{"raw_affiliation_string":"Communications Research Centre Canada, 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":["Department of Systems and Computer Engineering, Carleton University, Ottawa, ON, Canada","Carleton University, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Systems and Computer Engineering, 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":4,"corresponding_author_ids":["https://openalex.org/A5030165559"],"corresponding_institution_ids":["https://openalex.org/I4210151552"],"apc_list":{"value":1750,"currency":"USD","value_usd":1750},"apc_paid":{"value":1750,"currency":"USD","value_usd":1750},"fwci":4.232,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.92295487,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"6","issue":null,"first_page":"4063","last_page":"4082"},"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":0.7497000098228455,"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":0.7497000098228455,"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/T12659","display_name":"Innovation Diffusion and Forecasting","score":0.7480000257492065,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5989519357681274},{"id":"https://openalex.org/keywords/spectrum","display_name":"Spectrum (functional analysis)","score":0.5796859860420227},{"id":"https://openalex.org/keywords/on-demand","display_name":"On demand","score":0.46696168184280396},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4647727608680725},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45427829027175903},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.09714138507843018}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5989519357681274},{"id":"https://openalex.org/C156778621","wikidata":"https://www.wikidata.org/wiki/Q1365748","display_name":"Spectrum (functional analysis)","level":2,"score":0.5796859860420227},{"id":"https://openalex.org/C2983523559","wikidata":"https://www.wikidata.org/wiki/Q410657","display_name":"On demand","level":2,"score":0.46696168184280396},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4647727608680725},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45427829027175903},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.09714138507843018},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ojcoms.2025.3562794","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ojcoms.2025.3562794","pdf_url":null,"source":{"id":"https://openalex.org/S4210202420","display_name":"IEEE Open Journal of the Communications Society","issn_l":"2644-125X","issn":["2644-125X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Open Journal of the Communications Society","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:e45260a599e246d791ebabf8f608546b","is_oa":true,"landing_page_url":"https://doaj.org/article/e45260a599e246d791ebabf8f608546b","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Open Journal of the Communications Society, Vol 6, Pp 4063-4082 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/ojcoms.2025.3562794","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ojcoms.2025.3562794","pdf_url":null,"source":{"id":"https://openalex.org/S4210202420","display_name":"IEEE Open Journal of the Communications Society","issn_l":"2644-125X","issn":["2644-125X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Open Journal of the Communications Society","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2122825543","https://openalex.org/W2143022143","https://openalex.org/W2282821441","https://openalex.org/W2295598076","https://openalex.org/W2911964244","https://openalex.org/W2972629016","https://openalex.org/W3178003778","https://openalex.org/W6637627218","https://openalex.org/W6737947904","https://openalex.org/W6745609711","https://openalex.org/W6747972033","https://openalex.org/W6748281036","https://openalex.org/W6767109053","https://openalex.org/W6795840774","https://openalex.org/W6850190533","https://openalex.org/W6857796747","https://openalex.org/W6859554316","https://openalex.org/W6859956458","https://openalex.org/W6866113940"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"With":[0],"the":[1,7,14,54,75,93,97,118,188],"expansion":[2],"of":[3,10,43,57,120,137,155,177,185],"5G":[4],"networks":[5],"and":[6,61,67,134,152,179,216],"ongoing":[8],"development":[9],"future":[11],"6G":[12],"networks,":[13],"demand":[15,86,116,125,144],"for":[16,208],"mobile":[17,45,84,114,140],"spectrum":[18,32,46,65,85,98,115,121,143],"is":[19,50,127,146,198],"expected":[20],"to":[21,23,52,62,71,111,200],"continue":[22,70],"grow,":[24],"particularly":[25,91,211],"at":[26,92],"a":[27,108,132,149,153,180,193],"local":[28],"level.":[29],"In":[30],"response,":[31],"regulators":[33],"globally":[34],"are":[35,160],"exhibiting":[36],"growing":[37],"interest":[38],"in":[39,82,96,212],"enhancing":[40],"their":[41],"understanding":[42],"current":[44],"demand.":[47],"The":[48,170],"goal":[49],"twofold:":[51],"maximize":[53],"socioeconomic":[55],"benefits":[56],"this":[58,103,105],"finite":[59],"resource":[60],"ensure":[63],"that":[64],"policy":[66],"licensing":[68],"decisions":[69],"drive":[72],"innovation":[73],"within":[74,117],"wireless":[76],"industry.":[77],"Despite":[78],"its":[79],"importance,":[80],"research":[81],"modeling":[83,145],"has":[87],"been":[88],"notably":[89],"scarce,":[90],"granularity":[94],"required":[95],"regulatory":[99,209],"domain.":[100],"To":[101],"address":[102],"gap,":[104],"paper":[106],"presents":[107],"data-driven":[109],"approach":[110],"estimate":[112],"localized":[113],"context":[119],"regulation.":[122],"A":[123],"novel":[124],"proxy":[126],"first":[128],"introduced,":[129],"derived":[130],"from":[131],"large":[133],"diverse":[135],"dataset":[136],"crowdsourced":[138],"commercial":[139],"measurements.":[141],"Subsequently,":[142],"formulated":[147],"as":[148,167],"regression":[150],"task":[151],"variety":[154],"classical":[156],"machine":[157,194],"learning":[158,195],"models":[159,204],"explored,":[161],"leveraging":[162],"publicly":[163],"available":[164],"geospatial":[165],"data":[166],"input":[168],"features.":[169],"top-performing":[171],"model":[172],"successfully":[173],"achieves":[174],"an":[175],"R2":[176],"0.76":[178],"Root":[181],"Mean":[182],"Square":[183],"Error":[184],"51.02":[186],"on":[187],"hold-out":[189],"test":[190],"set.":[191],"Finally,":[192],"interpretability":[196],"technique":[197],"applied":[199],"demonstrate":[201],"how":[202],"these":[203],"can":[205],"be":[206],"used":[207],"decision-making,":[210],"scenarios":[213],"requiring":[214],"transparency":[215],"accountability.":[217]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}