{"id":"https://openalex.org/W4391769977","doi":"https://doi.org/10.1109/itsc57777.2023.10422056","title":"Enhancing decision-making in transportation management: A comparative study of text classification models","display_name":"Enhancing decision-making in transportation management: A comparative study of text classification models","publication_year":2023,"publication_date":"2023-09-24","ids":{"openalex":"https://openalex.org/W4391769977","doi":"https://doi.org/10.1109/itsc57777.2023.10422056"},"language":"en","primary_location":{"id":"doi:10.1109/itsc57777.2023.10422056","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/itsc57777.2023.10422056","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/10216/158500","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009828994","display_name":"Eduardo Carneiro dos Santos","orcid":"https://orcid.org/0000-0002-4796-0020"},"institutions":[{"id":"https://openalex.org/I4210166615","display_name":"INESC TEC","ror":"https://ror.org/05fa8ka61","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590","https://openalex.org/I4210166615"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Eduardo Carneiro","raw_affiliation_strings":["INESC TEC,Porto,Portugal,4200-465"],"affiliations":[{"raw_affiliation_string":"INESC TEC,Porto,Portugal,4200-465","institution_ids":["https://openalex.org/I4210166615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090229717","display_name":"T\u00e2nia Fontes","orcid":"https://orcid.org/0000-0001-5183-5321"},"institutions":[{"id":"https://openalex.org/I4210166615","display_name":"INESC TEC","ror":"https://ror.org/05fa8ka61","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590","https://openalex.org/I4210166615"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"T\u00e2nia Fontes","raw_affiliation_strings":["INESC TEC,Porto,Portugal,4200-465"],"affiliations":[{"raw_affiliation_string":"INESC TEC,Porto,Portugal,4200-465","institution_ids":["https://openalex.org/I4210166615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044136233","display_name":"Rosaldo J. F. Rossetti","orcid":"https://orcid.org/0000-0002-1566-7006"},"institutions":[{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Rosaldo J. F. Rossetti","raw_affiliation_strings":["University of Porto,Faculty of Engineering,LIACC, Department of Informatics Engineering,Porto,Portugal","LIACC, Department of Informatics Engineering, Faculty of Engineering, University of Porto, Porto, Portugal"],"affiliations":[{"raw_affiliation_string":"University of Porto,Faculty of Engineering,LIACC, Department of Informatics Engineering,Porto,Portugal","institution_ids":["https://openalex.org/I182534213"]},{"raw_affiliation_string":"LIACC, Department of Informatics Engineering, Faculty of Engineering, University of Porto, Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002045739","display_name":"Zafeiris Kokkinogenis","orcid":"https://orcid.org/0000-0002-0247-4184"},"institutions":[{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Zafeiris Kokkinogenis","raw_affiliation_strings":["University of Porto,Faculty of Engineering,LIACC, Department of Informatics Engineering,Porto,Portugal","LIACC, Department of Informatics Engineering, Faculty of Engineering, University of Porto, Porto, Portugal"],"affiliations":[{"raw_affiliation_string":"University of Porto,Faculty of Engineering,LIACC, Department of Informatics Engineering,Porto,Portugal","institution_ids":["https://openalex.org/I182534213"]},{"raw_affiliation_string":"LIACC, Department of Informatics Engineering, Faculty of Engineering, University of Porto, Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5009828994"],"corresponding_institution_ids":["https://openalex.org/I4210166615"],"apc_list":null,"apc_paid":null,"fwci":0.3432,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.68475521,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"1351","issue":null,"first_page":"4141","last_page":"4146"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.33320000767707825,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.33320000767707825,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.645577609539032},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.363044410943985},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35760676860809326}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.645577609539032},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.363044410943985},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35760676860809326}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/itsc57777.2023.10422056","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/itsc57777.2023.10422056","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC)","raw_type":"proceedings-article"},{"id":"pmh:oai:repositorio-aberto.up.pt:10216/158500","is_oa":true,"landing_page_url":"https://hdl.handle.net/10216/158500","pdf_url":null,"source":{"id":"https://openalex.org/S4306401934","display_name":"Open Repository of the University of Porto (University of Porto)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I182534213","host_organization_name":"Universidade do Porto","host_organization_lineage":["https://openalex.org/I182534213"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":null}],"best_oa_location":{"id":"pmh:oai:repositorio-aberto.up.pt:10216/158500","is_oa":true,"landing_page_url":"https://hdl.handle.net/10216/158500","pdf_url":null,"source":{"id":"https://openalex.org/S4306401934","display_name":"Open Repository of the University of Porto (University of Porto)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I182534213","host_organization_name":"Universidade do Porto","host_organization_lineage":["https://openalex.org/I182534213"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":null},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.6200000047683716}],"awards":[{"id":"https://openalex.org/G1516346500","display_name":null,"funder_award_id":"01-0145","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G160550121","display_name":null,"funder_award_id":"-FEDER-","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G1716593420","display_name":null,"funder_award_id":"-FEDER-","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G2631452109","display_name":null,"funder_award_id":"(ERDF)","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G323769159","display_name":null,"funder_award_id":"PORTUGAL 2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G3284537356","display_name":null,"funder_award_id":"SFRH/B","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G3550249319","display_name":null,"funder_award_id":"NORTE 2020","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G5348594205","display_name":null,"funder_award_id":"FEDER","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G5722645763","display_name":null,"funder_award_id":"SFRH/BP","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G7129280555","display_name":null,"funder_award_id":"EXPL/ECI-TRA/0679/2021","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G724804869","display_name":null,"funder_award_id":"SFRH/","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G7584003722","display_name":null,"funder_award_id":"NORTE-01-0145","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G8274051256","display_name":null,"funder_award_id":"NORTE 2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G8409373137","display_name":null,"funder_award_id":"SFRH/BPD/109426/2015","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G8570012161","display_name":null,"funder_award_id":"unknown","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"}],"funders":[{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W114486372","https://openalex.org/W1514796059","https://openalex.org/W1982162839","https://openalex.org/W2084532178","https://openalex.org/W2211595816","https://openalex.org/W2330219538","https://openalex.org/W2396764674","https://openalex.org/W2485328771","https://openalex.org/W2580352794","https://openalex.org/W2592419886","https://openalex.org/W2613995098","https://openalex.org/W2626306634","https://openalex.org/W2789783381","https://openalex.org/W2888397051","https://openalex.org/W2900996467","https://openalex.org/W2919350184","https://openalex.org/W2944813067","https://openalex.org/W2962840173","https://openalex.org/W2996560326","https://openalex.org/W3090956332","https://openalex.org/W3207513593","https://openalex.org/W4214524478","https://openalex.org/W4225795844","https://openalex.org/W4310507696","https://openalex.org/W4320496023","https://openalex.org/W6713420145","https://openalex.org/W6964902963"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W2350741829","https://openalex.org/W2530322880","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Machine":[0],"learning":[1,139],"algorithms":[2,33,134,140],"offer":[3],"the":[4,189],"capability":[5],"to":[6,37,54,83,109,180,193,202],"analyze":[7],"large":[8],"volumes":[9],"of":[10,47,125,133,176],"real-time":[11],"data,":[12],"providing":[13],"transport":[14],"authorities":[15],"with":[16],"valuable":[17],"insights":[18],"into":[19],"traffic":[20,87,204],"conditions,":[21],"congestion":[22],"hotspots,":[23],"and":[24,40,56,70,85,91,104,146,154,161,171],"incident":[25],"detection":[26],"from":[27,60,130],"diverse":[28],"data":[29,38],"sources.":[30],"However,":[31],"these":[32],"face":[34],"challenges":[35],"related":[36],"quality":[39],"reliability.":[41],"We":[42,95],"conducted":[43],"a":[44,122,149],"comparative":[45],"analysis":[46,118],"machine-learning":[48],"models":[49,79,157,199],"that":[50,66,200],"can":[51,67,76],"be":[52],"used":[53,82,197],"identify":[55],"filter":[57],"transportation":[58],"content":[59],"social":[61],"media":[62],"or":[63],"other":[64],"sources":[65],"provide":[68],"small":[69],"concise":[71],"text.":[72],"The":[73,117,128,163,174],"filtrated":[74],"result":[75],"then":[77],"feed":[78],"and/or":[80],"tools":[81],"improve":[84],"automate":[86],"control,":[88],"operational":[89],"management,":[90],"tactical":[92],"management":[93,205],"decision-making.":[94],"consider":[96],"factors":[97],"such":[98],"as":[99,107],"run":[100],"time,":[101],"generalization":[102],"capacity,":[103],"performance":[105],"metrics":[106],"criteria":[108],"assess":[110],"their":[111],"suitability":[112],"for":[113,198],"different":[114,203],"decision":[115],"levels.":[116],"is":[119],"supported":[120],"by":[121],"dataset":[123],"consisting":[124],"Twitter":[126],"content.":[127],"predictions":[129],"three":[131],"groups":[132],"are":[135,165],"evaluated:":[136],"traditional":[137],"machine":[138],"(Support":[141],"Vector":[142],"Machines,":[143],"Logistic":[144],"Regression,":[145],"Random":[147],"Forest),":[148],"fine-tuned":[150],"Google":[151,155],"BERT":[152,156],"model,":[153],"without":[158],"training":[159],"(BERT-base":[160],"BERT-large).":[162],"tests":[164],"performed":[166],"using":[167],"New":[168],"York,":[169],"London,":[170],"Melbourne":[172],"data.":[173],"findings":[175],"this":[177],"research":[178],"aim":[179],"assist":[181],"decision-makers":[182],"in":[183],"making":[184],"informed":[185],"choices":[186],"when":[187],"selecting":[188],"most":[190],"appropriate":[191],"method":[192],"filtrate":[194],"information":[195],"subsequently":[196],"contribute":[201],"tasks.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}
