{"id":"https://openalex.org/W4391096031","doi":"https://doi.org/10.1109/bigdata59044.2023.10386509","title":"Proposal of an AI based approach for Urban Traffic Prediction from Mobility Data","display_name":"Proposal of an AI based approach for Urban Traffic Prediction from Mobility Data","publication_year":2023,"publication_date":"2023-12-15","ids":{"openalex":"https://openalex.org/W4391096031","doi":"https://doi.org/10.1109/bigdata59044.2023.10386509"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata59044.2023.10386509","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata59044.2023.10386509","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Big Data (BigData)","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/A5092470510","display_name":"Mariaelena Berlotti","orcid":"https://orcid.org/0009-0007-6564-704X"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mariaelena Berlotti","raw_affiliation_strings":["University of Catania,Department of Electrical Electronic and Computer Engineering,Catania,Italy","Department of Electrical Electronic and Computer Engineering, University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Catania,Department of Electrical Electronic and Computer Engineering,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Department of Electrical Electronic and Computer Engineering, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092470511","display_name":"Sarah Di Grande","orcid":"https://orcid.org/0009-0008-8895-2175"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sarah Di Grande","raw_affiliation_strings":["University of Catania,Department of Electrical Electronic and Computer Engineering,Catania,Italy","Department of Electrical Electronic and Computer Engineering, University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Catania,Department of Electrical Electronic and Computer Engineering,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Department of Electrical Electronic and Computer Engineering, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089099697","display_name":"Salvatore Cavalieri","orcid":"https://orcid.org/0000-0001-9077-3688"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Salvatore Cavalieri","raw_affiliation_strings":["University of Catania,Department of Electrical Electronic and Computer Engineering,Catania,Italy","Department of Electrical Electronic and Computer Engineering, University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Catania,Department of Electrical Electronic and Computer Engineering,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Department of Electrical Electronic and Computer Engineering, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045954517","display_name":"Vincenza Torrisi","orcid":"https://orcid.org/0000-0001-9332-4212"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Vincenza Torrisi","raw_affiliation_strings":["University of Catania,Department of Civil Engineering and Architecture,Catania,Italy","Department of Civil Engineering and Architecture, University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Catania,Department of Civil Engineering and Architecture,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Department of Civil Engineering and Architecture, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063354832","display_name":"Giuseppe Inturri","orcid":"https://orcid.org/0000-0002-4753-6465"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giuseppe Inturri","raw_affiliation_strings":["University of Catania,Department of Electrical Electronic and Computer Engineering,Catania,Italy","Department of Electrical Electronic and Computer Engineering, University of Catania, Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Catania,Department of Electrical Electronic and Computer Engineering,Catania,Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Department of Electrical Electronic and Computer Engineering, University of Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I39063666"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2570","last_page":"2577"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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/T10698","display_name":"Transportation Planning and Optimization","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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.6880278587341309},{"id":"https://openalex.org/keywords/road-traffic","display_name":"Road traffic","score":0.4225732982158661},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37018492817878723},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.3572580814361572},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15146446228027344}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6880278587341309},{"id":"https://openalex.org/C2985695025","wikidata":"https://www.wikidata.org/wiki/Q4323994","display_name":"Road traffic","level":2,"score":0.4225732982158661},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37018492817878723},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.3572580814361572},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15146446228027344}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata59044.2023.10386509","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata59044.2023.10386509","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.7200000286102295,"display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2004353783","https://openalex.org/W2016210396","https://openalex.org/W2150964976","https://openalex.org/W2287806395","https://openalex.org/W2295598076","https://openalex.org/W2408821405","https://openalex.org/W2528639018","https://openalex.org/W2896348584","https://openalex.org/W2898227265","https://openalex.org/W2903871660","https://openalex.org/W2936286953","https://openalex.org/W2942851257","https://openalex.org/W2993665162","https://openalex.org/W3013093003","https://openalex.org/W3013238231","https://openalex.org/W3036822301","https://openalex.org/W3087970581","https://openalex.org/W3094948551","https://openalex.org/W3103942004","https://openalex.org/W3181655313","https://openalex.org/W3202971245","https://openalex.org/W4225157025","https://openalex.org/W4286908664"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2377430935","https://openalex.org/W2055973554"],"abstract_inverted_index":{"The":[0,166],"rapid":[1,77],"urbanization":[2,78],"of":[3,64,67,131,147,215],"our":[4],"world":[5],"has":[6,79,89,111],"led":[7,112],"to":[8,35,42,104,113,174,225],"an":[9,122,170],"ever-increasing":[10],"urban":[11,37,51],"population,":[12],"resulting":[13],"in":[14,17,73,117,138],"significant":[15],"challenges":[16],"managing":[18],"transportation":[19,83],"systems.":[20],"Traffic":[21],"congestion,":[22,97],"with":[23],"its":[24],"associated":[25],"environmental":[26],"pollution,":[27,98],"safety":[28],"hazards,":[29],"and":[30,49,93,99,145,222],"prolonged":[31],"travel":[32],"times,":[33],"continues":[34],"plague":[36],"areas.":[38],"Despite":[39],"numerous":[40],"efforts":[41],"mitigate":[43],"these":[44,216],"issues,":[45],"the":[46,56,65,86,105,118,129,143,157,184],"problem":[47],"persists":[48],"hampers":[50],"development.":[52],"This":[53,110],"paper":[54],"addresses":[55],"pressing":[57],"need":[58],"for":[59,108,192,204],"effective":[60],"traffic":[61,74,115,124,132,139,193],"flow":[62,133,140,194],"forecasting":[63,195],"city":[66],"Catania":[68],"as":[69,85],"a":[70,81,160,211],"critical":[71],"element":[72],"management.":[75],"Catania\u2019s":[76],"created":[80],"complex":[82],"network":[84],"city\u2019s":[87],"population":[88],"expanded":[90],"into":[91],"suburbs":[92],"neighbouring":[94],"areas,":[95],"causing":[96],"increased":[100],"individual":[101],"motorization":[102],"due":[103],"high":[106],"demand":[107],"mobility.":[109],"severe":[114],"congestion":[116],"central":[119,136],"district,":[120],"necessitating":[121],"efficient":[123],"management":[125],"strategy,":[126],"particularly":[127],"through":[128],"utilization":[130],"forecasting.":[134],"A":[135],"challenge":[137],"prediction":[141],"is":[142],"cost":[144],"practicality":[146],"sensors":[148],"deployment":[149],"on":[150],"every":[151],"road.":[152],"To":[153],"address":[154],"this":[155,200],"issue,":[156],"authors":[158],"propose":[159],"novel":[161],"two-level":[162],"machine":[163,189],"learning":[164,190],"approach.":[165],"first":[167],"level":[168,186],"employs":[169,187],"unsupervised":[171],"clustering":[172],"model":[173],"extract":[175],"patterns":[176],"from":[177,219],"big":[178],"data":[179,208,218],"generated":[180],"by":[181,209],"sensors,":[182],"while":[183],"second":[185],"supervised":[188],"models":[191],"within":[196],"each":[197],"cluster.":[198],"Importantly,":[199],"approach":[201],"enables":[202],"predictions":[203],"roads":[205,224],"lacking":[206],"sensor":[207],"utilizing":[210],"really":[212],"small":[213],"subset":[214],"new":[217],"alternative":[220],"sources":[221],"assigning":[223],"appropriate":[226],"clusters.":[227]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
