{"id":"https://openalex.org/W4296003060","doi":"https://doi.org/10.3390/ijgi11090482","title":"SocialMedia2Traffic: Derivation of Traffic Information from Social Media Data","display_name":"SocialMedia2Traffic: Derivation of Traffic Information from Social Media Data","publication_year":2022,"publication_date":"2022-09-13","ids":{"openalex":"https://openalex.org/W4296003060","doi":"https://doi.org/10.3390/ijgi11090482"},"language":"en","primary_location":{"id":"doi:10.3390/ijgi11090482","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi11090482","pdf_url":"https://www.mdpi.com/2220-9964/11/9/482/pdf?version=1663766851","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2220-9964/11/9/482/pdf?version=1663766851","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049077743","display_name":"Mohammed Zia","orcid":"https://orcid.org/0000-0001-7708-8352"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohammed Zia","raw_affiliation_strings":["HeiGIT gGmbH, Schloss-Wolfsbrunnenweg 33, 69118 Heidelberg, Germany"],"raw_orcid":"https://orcid.org/0000-0001-7708-8352","affiliations":[{"raw_affiliation_string":"HeiGIT gGmbH, Schloss-Wolfsbrunnenweg 33, 69118 Heidelberg, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038768052","display_name":"Johannes F\u00fcrle","orcid":"https://orcid.org/0000-0002-3306-3732"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Johannes F\u00fcrle","raw_affiliation_strings":["GIScience Research Group, Heidelberg University, Im Neuenheimer Feld 368, 69120 Heidelberg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-3306-3732","affiliations":[{"raw_affiliation_string":"GIScience Research Group, Heidelberg University, Im Neuenheimer Feld 368, 69120 Heidelberg, Germany","institution_ids":["https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044186937","display_name":"Christina Ludwig","orcid":"https://orcid.org/0000-0003-4669-3298"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christina Ludwig","raw_affiliation_strings":["GIScience Research Group, Heidelberg University, Im Neuenheimer Feld 368, 69120 Heidelberg, Germany"],"raw_orcid":"https://orcid.org/0000-0003-4669-3298","affiliations":[{"raw_affiliation_string":"GIScience Research Group, Heidelberg University, Im Neuenheimer Feld 368, 69120 Heidelberg, Germany","institution_ids":["https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090228932","display_name":"Sven Lautenbach","orcid":"https://orcid.org/0000-0003-1825-9996"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Sven Lautenbach","raw_affiliation_strings":["GIScience Research Group, Heidelberg University, Im Neuenheimer Feld 368, 69120 Heidelberg, Germany","HeiGIT gGmbH, Schloss-Wolfsbrunnenweg 33, 69118 Heidelberg, Germany"],"raw_orcid":"https://orcid.org/0000-0003-1825-9996","affiliations":[{"raw_affiliation_string":"GIScience Research Group, Heidelberg University, Im Neuenheimer Feld 368, 69120 Heidelberg, Germany","institution_ids":["https://openalex.org/I223822909"]},{"raw_affiliation_string":"HeiGIT gGmbH, Schloss-Wolfsbrunnenweg 33, 69118 Heidelberg, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003503991","display_name":"Stefan Gumbrich","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Stefan Gumbrich","raw_affiliation_strings":["HeiGIT gGmbH, Schloss-Wolfsbrunnenweg 33, 69118 Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HeiGIT gGmbH, Schloss-Wolfsbrunnenweg 33, 69118 Heidelberg, Germany","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091474205","display_name":"Alexander Zipf","orcid":"https://orcid.org/0000-0003-4916-9838"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Zipf","raw_affiliation_strings":["GIScience Research Group, Heidelberg University, Im Neuenheimer Feld 368, 69120 Heidelberg, Germany","HeiGIT gGmbH, Schloss-Wolfsbrunnenweg 33, 69118 Heidelberg, Germany"],"raw_orcid":"https://orcid.org/0000-0003-4916-9838","affiliations":[{"raw_affiliation_string":"GIScience Research Group, Heidelberg University, Im Neuenheimer Feld 368, 69120 Heidelberg, Germany","institution_ids":["https://openalex.org/I223822909"]},{"raw_affiliation_string":"HeiGIT gGmbH, Schloss-Wolfsbrunnenweg 33, 69118 Heidelberg, Germany","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5090228932"],"corresponding_institution_ids":["https://openalex.org/I223822909"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1537,"currency":"EUR","value_usd":1657},"fwci":2.8279,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.89690186,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"11","issue":"9","first_page":"482","last_page":"482"},"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":0.9994000196456909,"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":0.9994000196456909,"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":0.9973999857902527,"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/T11106","display_name":"Data Management and Algorithms","score":0.9926000237464905,"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":0.7100909948348999},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.6758105754852295},{"id":"https://openalex.org/keywords/aggregate","display_name":"Aggregate (composite)","score":0.5301094055175781},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.486505925655365},{"id":"https://openalex.org/keywords/traffic-congestion","display_name":"Traffic congestion","score":0.4834340810775757},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4662654995918274},{"id":"https://openalex.org/keywords/centrality","display_name":"Centrality","score":0.4559517502784729},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.44294944405555725},{"id":"https://openalex.org/keywords/point-of-interest","display_name":"Point of interest","score":0.4331228733062744},{"id":"https://openalex.org/keywords/betweenness-centrality","display_name":"Betweenness centrality","score":0.41285330057144165},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.40634724497795105},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27616503834724426},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2015003263950348},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.17677190899848938}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7100909948348999},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6758105754852295},{"id":"https://openalex.org/C4679612","wikidata":"https://www.wikidata.org/wiki/Q866298","display_name":"Aggregate (composite)","level":2,"score":0.5301094055175781},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.486505925655365},{"id":"https://openalex.org/C2779888511","wikidata":"https://www.wikidata.org/wiki/Q244156","display_name":"Traffic congestion","level":2,"score":0.4834340810775757},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4662654995918274},{"id":"https://openalex.org/C53811970","wikidata":"https://www.wikidata.org/wiki/Q5062194","display_name":"Centrality","level":2,"score":0.4559517502784729},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.44294944405555725},{"id":"https://openalex.org/C150140777","wikidata":"https://www.wikidata.org/wiki/Q960648","display_name":"Point of interest","level":2,"score":0.4331228733062744},{"id":"https://openalex.org/C117045392","wikidata":"https://www.wikidata.org/wiki/Q4899215","display_name":"Betweenness centrality","level":3,"score":0.41285330057144165},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.40634724497795105},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27616503834724426},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2015003263950348},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.17677190899848938},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/ijgi11090482","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi11090482","pdf_url":"https://www.mdpi.com/2220-9964/11/9/482/pdf?version=1663766851","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3b8fae7771844a5db5e64848e3f57223","is_oa":true,"landing_page_url":"https://doaj.org/article/3b8fae7771844a5db5e64848e3f57223","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISPRS International Journal of Geo-Information, Vol 11, Iss 9, p 482 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2220-9964/11/9/482/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/ijgi11090482","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISPRS International Journal of Geo-Information; Volume 11; Issue 9; Pages: 482","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/ijgi11090482","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi11090482","pdf_url":"https://www.mdpi.com/2220-9964/11/9/482/pdf?version=1663766851","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.699999988079071}],"awards":[{"id":"https://openalex.org/G1156537739","display_name":null,"funder_award_id":"INST 35/1314-1 FUGG and INST 35/1503-1 FUGG","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G2349133689","display_name":null,"funder_award_id":"INST 35/1503-1 FUGG","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G4711922087","display_name":null,"funder_award_id":"INST 35/1314-1 FUGG","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G4724125240","display_name":null,"funder_award_id":"35/1503-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G4783087731","display_name":null,"funder_award_id":"35/1503-1 FUGG","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G5197873167","display_name":null,"funder_award_id":"35/1314-1 FUGG","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G6465290613","display_name":null,"funder_award_id":"INST 35/1314-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G7843559024","display_name":null,"funder_award_id":"35/1314-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G8446397063","display_name":null,"funder_award_id":"INST 35/1503-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320324316","display_name":"Klaus Tschira Stiftung","ror":"https://ror.org/052jep661"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4296003060.pdf","grobid_xml":"https://content.openalex.org/works/W4296003060.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W243820561","https://openalex.org/W804139766","https://openalex.org/W1806650721","https://openalex.org/W1841283908","https://openalex.org/W1967320885","https://openalex.org/W1985986451","https://openalex.org/W2022766478","https://openalex.org/W2052908944","https://openalex.org/W2067923159","https://openalex.org/W2075889406","https://openalex.org/W2081888153","https://openalex.org/W2087347434","https://openalex.org/W2101234009","https://openalex.org/W2107761673","https://openalex.org/W2151519001","https://openalex.org/W2168791259","https://openalex.org/W2171590707","https://openalex.org/W2302880669","https://openalex.org/W2552181858","https://openalex.org/W2592824913","https://openalex.org/W2604610444","https://openalex.org/W2609578799","https://openalex.org/W2744637967","https://openalex.org/W2766996256","https://openalex.org/W2768256553","https://openalex.org/W2787894218","https://openalex.org/W2883556522","https://openalex.org/W2911964244","https://openalex.org/W2921223933","https://openalex.org/W2921422022","https://openalex.org/W2945719065","https://openalex.org/W2947314437","https://openalex.org/W2968900629","https://openalex.org/W2993438196","https://openalex.org/W2999585771","https://openalex.org/W3001324333","https://openalex.org/W3034749137","https://openalex.org/W3081310753","https://openalex.org/W3084373505","https://openalex.org/W3089440935","https://openalex.org/W3093533436","https://openalex.org/W3096751748","https://openalex.org/W3119466994","https://openalex.org/W3197610840","https://openalex.org/W6675354045","https://openalex.org/W6684278500","https://openalex.org/W6763336175"],"related_works":["https://openalex.org/W1973509935","https://openalex.org/W4389076551","https://openalex.org/W2097992793","https://openalex.org/W2107855069","https://openalex.org/W2611574733","https://openalex.org/W2241641394","https://openalex.org/W2140653560","https://openalex.org/W2348831795","https://openalex.org/W2514739320","https://openalex.org/W4312461432"],"abstract_inverted_index":{"Traffic":[0,79],"prediction":[1],"is":[2,178],"a":[3,128,132,152],"topic":[4],"of":[5,15,36,47,66,97,127,155,158,167,182],"increasing":[6],"importance":[7],"for":[8,25,100,172],"research":[9],"and":[10,17,44,52,73,88,119],"applications":[11],"in":[12],"the":[13,31,34,63,98,156,159,165,168,179,183],"domain":[14],"routing":[16],"navigation.":[18],"Unfortunately,":[19],"open":[20],"data":[21,41,49,108,115],"are":[22,75],"rarely":[23],"available":[24],"this":[26],"purpose.":[27],"To":[28],"overcome":[29],"this,":[30],"authors":[32],"explored":[33],"possibility":[35],"using":[37],"geo-tagged":[38],"social":[39,184],"media":[40,185],"(Twitter),":[42],"land-use":[43],"land-cover":[45],"point":[46],"interest":[48],"(from":[50],"OpenStreetMap)":[51],"an":[53],"adapted":[54],"betweenness":[55],"centrality":[56],"measure":[57],"as":[58,77],"feature":[59,170],"spaces":[60],"to":[61,113,135,150],"predict":[62],"traffic":[64,144,173],"congestion":[65,80,145],"eleven":[67],"world":[68],"cities.":[69],"The":[70,94,125],"presented":[71],"framework":[72],"workflow":[74],"termed":[76],"SocialMedia2Traffic.":[78],"was":[81,104],"predicted":[82],"at":[83],"four":[84],"tile":[85],"spatial":[86],"resolutions":[87],"compared":[89],"with":[90],"Uber":[91],"Movement":[92],"data.":[93],"overall":[95],"precision":[96],"forecast":[99],"highly":[101],"traffic-congested":[102],"regions":[103],"approximately":[105],"81%.":[106],"Different":[107],"processing":[109],"steps":[110],"including":[111],"ways":[112],"aggregate":[114],"points,":[116],"different":[117,143],"proxies":[118],"machine":[120],"learning":[121],"approaches":[122],"were":[123],"compared.":[124],"lack":[126],"universal":[129],"definition":[130],"on":[131],"global":[133],"scale":[134],"classify":[136],"road":[137],"segments":[138],"by":[139],"speed":[140],"bins":[141],"into":[142],"classes":[146],"has":[147],"been":[148],"identified":[149],"be":[151],"major":[153],"limitation":[154],"transferability":[157],"framework.":[160],"Overall,":[161],"SocialMedia2Traffic":[162],"further":[163,176],"improves":[164],"usability":[166],"tested":[169],"space":[171],"prediction.":[174],"A":[175],"benefit":[177],"agnostic":[180],"nature":[181],"platform\u2019s":[186],"approach.":[187]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
