{"id":"https://openalex.org/W3158779581","doi":"https://doi.org/10.1109/access.2021.3078113","title":"A Deep-Learning Model for Estimating the Impact of Social Events on Traffic Demand on a Cell Basis","display_name":"A Deep-Learning Model for Estimating the Impact of Social Events on Traffic Demand on a Cell Basis","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3158779581","doi":"https://doi.org/10.1109/access.2021.3078113","mag":"3158779581"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3078113","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3078113","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","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/access.2021.3078113","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014283156","display_name":"Juan L. Bejarano-Luque","orcid":"https://orcid.org/0000-0002-0344-8674"},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Juan L. Bejarano-Luque","raw_affiliation_strings":["University of M\u00e1laga, M\u00e1laga, Spain"],"affiliations":[{"raw_affiliation_string":"University of M\u00e1laga, M\u00e1laga, Spain","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078282172","display_name":"M. Toril","orcid":"https://orcid.org/0000-0003-3859-2622"},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Matias Toril","raw_affiliation_strings":["University of M\u00e1laga, M\u00e1laga, Spain"],"affiliations":[{"raw_affiliation_string":"University of M\u00e1laga, M\u00e1laga, Spain","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029127331","display_name":"Mariano Fern\u00e1ndez\u2013Navarro","orcid":"https://orcid.org/0000-0003-1356-5345"},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mariano Fernandez-Navarro","raw_affiliation_strings":["University of M\u00e1laga, M\u00e1laga, Spain"],"affiliations":[{"raw_affiliation_string":"University of M\u00e1laga, M\u00e1laga, Spain","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033667087","display_name":"Carolina Gij\u00f3n","orcid":"https://orcid.org/0000-0001-6204-0604"},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Carolina Gijon","raw_affiliation_strings":["University of M\u00e1laga, M\u00e1laga, Spain"],"affiliations":[{"raw_affiliation_string":"University of M\u00e1laga, M\u00e1laga, Spain","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017968176","display_name":"Salvador Luna-Ram\u00edrez","orcid":"https://orcid.org/0000-0003-0171-5721"},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Salvador Luna-Ramirez","raw_affiliation_strings":["University of M\u00e1laga, M\u00e1laga, Spain"],"affiliations":[{"raw_affiliation_string":"University of M\u00e1laga, M\u00e1laga, Spain","institution_ids":["https://openalex.org/I82767444"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5014283156"],"corresponding_institution_ids":["https://openalex.org/I82767444"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.3405,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.93542734,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"9","issue":null,"first_page":"71673","last_page":"71686"},"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":0.9998000264167786,"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":0.9998000264167786,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9979000091552734,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9934999942779541,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.751275897026062},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.6492568254470825},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.577486515045166},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5377089977264404},{"id":"https://openalex.org/keywords/traffic-generation-model","display_name":"Traffic generation model","score":0.48749709129333496},{"id":"https://openalex.org/keywords/traffic-network","display_name":"Traffic network","score":0.466632217168808},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.45146632194519043},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.45040708780288696},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4436759948730469},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3954685926437378},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3743610680103302},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3443071246147156},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33471453189849854},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.1261632740497589},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09032496809959412},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.08110150694847107}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.751275897026062},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.6492568254470825},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.577486515045166},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5377089977264404},{"id":"https://openalex.org/C176715033","wikidata":"https://www.wikidata.org/wiki/Q2080768","display_name":"Traffic generation model","level":2,"score":0.48749709129333496},{"id":"https://openalex.org/C2988166257","wikidata":"https://www.wikidata.org/wiki/Q924286","display_name":"Traffic network","level":2,"score":0.466632217168808},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.45146632194519043},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.45040708780288696},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4436759948730469},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3954685926437378},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3743610680103302},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3443071246147156},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33471453189849854},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.1261632740497589},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09032496809959412},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.08110150694847107},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2021.3078113","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3078113","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a6320f06858347a5b8cd668843108ab5","is_oa":true,"landing_page_url":"https://doaj.org/article/a6320f06858347a5b8cd668843108ab5","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 71673-71686 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3078113","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3078113","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.7799999713897705}],"awards":[{"id":"https://openalex.org/G4507726690","display_name":null,"funder_award_id":"UMA18-FEDERJA-256","funder_id":"https://openalex.org/F4320326754","funder_display_name":"Junta de Andaluc\u00eda"}],"funders":[{"id":"https://openalex.org/F4320326754","display_name":"Junta de Andaluc\u00eda","ror":"https://ror.org/01jem9c82"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":78,"referenced_works":["https://openalex.org/W28713011","https://openalex.org/W616521324","https://openalex.org/W1497398457","https://openalex.org/W1726370773","https://openalex.org/W1974648706","https://openalex.org/W2002011878","https://openalex.org/W2006275398","https://openalex.org/W2009139797","https://openalex.org/W2035074976","https://openalex.org/W2045522464","https://openalex.org/W2062840500","https://openalex.org/W2063711810","https://openalex.org/W2064675550","https://openalex.org/W2075149513","https://openalex.org/W2104239624","https://openalex.org/W2108398378","https://openalex.org/W2110851650","https://openalex.org/W2123504579","https://openalex.org/W2124776405","https://openalex.org/W2135769221","https://openalex.org/W2136939460","https://openalex.org/W2138087017","https://openalex.org/W2140404878","https://openalex.org/W2143612262","https://openalex.org/W2155431733","https://openalex.org/W2160160578","https://openalex.org/W2177066871","https://openalex.org/W2255920332","https://openalex.org/W2292104957","https://openalex.org/W2313953460","https://openalex.org/W2315848045","https://openalex.org/W2337894866","https://openalex.org/W2419439193","https://openalex.org/W2514159439","https://openalex.org/W2522768086","https://openalex.org/W2602923095","https://openalex.org/W2612472936","https://openalex.org/W2612739694","https://openalex.org/W2617955281","https://openalex.org/W2762605243","https://openalex.org/W2787753888","https://openalex.org/W2789386460","https://openalex.org/W2789876780","https://openalex.org/W2791838888","https://openalex.org/W2794024860","https://openalex.org/W2799525396","https://openalex.org/W2799789854","https://openalex.org/W2807536558","https://openalex.org/W2809254203","https://openalex.org/W2809922372","https://openalex.org/W2890072063","https://openalex.org/W2901535938","https://openalex.org/W2902753153","https://openalex.org/W2905028748","https://openalex.org/W2907637692","https://openalex.org/W2911312349","https://openalex.org/W2944948262","https://openalex.org/W2946782700","https://openalex.org/W2962883549","https://openalex.org/W2963035276","https://openalex.org/W2963049813","https://openalex.org/W2963403868","https://openalex.org/W2963601182","https://openalex.org/W2964335273","https://openalex.org/W2982355056","https://openalex.org/W3000631632","https://openalex.org/W3013029161","https://openalex.org/W3033734759","https://openalex.org/W3048080661","https://openalex.org/W3102058818","https://openalex.org/W4253708194","https://openalex.org/W4288086393","https://openalex.org/W4385245566","https://openalex.org/W6639497327","https://openalex.org/W6680230698","https://openalex.org/W6680531176","https://openalex.org/W6692123203","https://openalex.org/W6739901393"],"related_works":["https://openalex.org/W2392968384","https://openalex.org/W2374980776","https://openalex.org/W2018856468","https://openalex.org/W2331257278","https://openalex.org/W2387209855","https://openalex.org/W4385335406","https://openalex.org/W3183297682","https://openalex.org/W4285227736","https://openalex.org/W2357259534","https://openalex.org/W2794902412"],"abstract_inverted_index":{"In":[0,46,63],"cellular":[1,77],"networks,":[2],"a":[3,23,57,66,86,103,116,122,141,164],"deep":[4],"knowledge":[5],"of":[6,26,73,89,172,183],"the":[7,27,39,71,128,170,173,181],"traffic":[8,28,61,78,100,117,130,158,178],"demand":[9],"pattern":[10],"in":[11,16,163,180],"each":[12],"cell":[13,32,157],"is":[14,33,79,83,113,138],"essential":[15],"network":[17],"planning":[18],"and":[19,98,155],"optimization":[20],"tasks.":[21],"However,":[22],"precise":[24],"forecast":[25,118],"time":[29],"series":[30,131],"per":[31],"hard":[34],"to":[35,38,69,126],"achieve,":[36],"due":[37],"noise":[40],"originated":[41],"by":[42],"abnormal":[43],"local":[44,74],"events.":[45,135,185],"particular,":[47],"mass":[48,134],"social":[49,91,147],"events":[50,75,92],"(e.g.,":[51],"concerts,":[52],"conventions,":[53],"sport":[54],"events\u22ef)":[55],"have":[56],"strong":[58],"impact":[59,72],"on":[60,76,121],"demand.":[62],"this":[64],"paper,":[65],"data-driven":[67],"model":[68,82,112,175],"estimate":[70],"presented.":[80],"The":[81,110],"trained":[84],"with":[85,115,132,145],"large":[87],"dataset":[88,143],"geotagged":[90],"taken":[93],"from":[94,102,151],"public":[95,152],"event":[96,148,153],"databases":[97],"hourly":[99,129,156],"data":[101],"live":[104],"Long":[105],"Term":[106],"Evolution":[107],"(LTE)":[108],"network.":[109,166],"resulting":[111],"combined":[114],"module":[119],"based":[120],"multi-task":[123],"deep-learning":[124],"architecture":[125],"predict":[127],"scheduled":[133],"Model":[136],"assessment":[137],"performed":[139],"over":[140],"real":[142],"created":[144],"geolocated":[146],"information":[149],"collected":[150],"directories":[154],"measurements":[159],"during":[160],"two":[161],"months":[162],"LTE":[165],"Results":[167],"show":[168],"that":[169],"addition":[171],"proposed":[174],"significantly":[176],"improves":[177],"forecasts":[179],"presence":[182],"massive":[184]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-28T08:17:26.163206","created_date":"2025-10-10T00:00:00"}
