{"id":"https://openalex.org/W4212871761","doi":"https://doi.org/10.1007/978-3-030-93733-1_21","title":"Applying Machine Learning for\u00a0Traffic Forecasting in\u00a0Porto, Portugal","display_name":"Applying Machine Learning for\u00a0Traffic Forecasting in\u00a0Porto, Portugal","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W4212871761","doi":"https://doi.org/10.1007/978-3-030-93733-1_21"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-93733-1_21","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-93733-1_21","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5028349915","display_name":"Paulo Maia","orcid":"https://orcid.org/0000-0002-1321-6842"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Paulo Maia","raw_affiliation_strings":["NILG.AI, Porto, Portugal"],"affiliations":[{"raw_affiliation_string":"NILG.AI, Porto, Portugal","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043037797","display_name":"Joana Morgado","orcid":"https://orcid.org/0000-0002-5591-1579"},"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"]},{"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":"Joana Morgado","raw_affiliation_strings":["Faculty of Sciences (FCUP), University of Porto, Porto, Portugal","INESC TEC - Institute for Systems and Computer Engineering, Technology and Science, Porto, Portugal"],"affiliations":[{"raw_affiliation_string":"Faculty of Sciences (FCUP), University of Porto, Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]},{"raw_affiliation_string":"INESC TEC - Institute for Systems and Computer Engineering, Technology and Science, Porto, Portugal","institution_ids":["https://openalex.org/I4210166615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048973505","display_name":"Tiago Gon\u00e7alves","orcid":"https://orcid.org/0000-0003-4744-9174"},"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"]},{"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":"Tiago Gon\u00e7alves","raw_affiliation_strings":["INESC TEC - Institute for Systems and Computer Engineering, Technology and Science, Porto, Portugal","Faculty of Engineering (FEUP), University of Porto, Porto, Portugal"],"affiliations":[{"raw_affiliation_string":"INESC TEC - Institute for Systems and Computer Engineering, Technology and Science, Porto, Portugal","institution_ids":["https://openalex.org/I4210166615"]},{"raw_affiliation_string":"Faculty of Engineering (FEUP), University of Porto, Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083358636","display_name":"Tom\u00e9 Albuquerque","orcid":"https://orcid.org/0000-0003-3246-7206"},"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"]},{"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":"Tom\u00e9 Albuquerque","raw_affiliation_strings":["Faculty of Engineering (FEUP), University of Porto, Porto, Portugal","INESC TEC - Institute for Systems and Computer Engineering, Technology and Science, Porto, Portugal"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering (FEUP), University of Porto, Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]},{"raw_affiliation_string":"INESC TEC - Institute for Systems and Computer Engineering, Technology and Science, Porto, Portugal","institution_ids":["https://openalex.org/I4210166615"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5028349915"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.42506143,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"299","last_page":"308"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12095","display_name":"Vehicle emissions and performance","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"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/T12095","display_name":"Vehicle emissions and performance","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9993000030517578,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/traffic-flow","display_name":"Traffic flow (computer networking)","score":0.6316930055618286},{"id":"https://openalex.org/keywords/correlation-coefficient","display_name":"Correlation coefficient","score":0.5984657406806946},{"id":"https://openalex.org/keywords/rank-correlation","display_name":"Rank correlation","score":0.5649834871292114},{"id":"https://openalex.org/keywords/occupancy","display_name":"Occupancy","score":0.5339796543121338},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.5338033437728882},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.5330808162689209},{"id":"https://openalex.org/keywords/spearmans-rank-correlation-coefficient","display_name":"Spearman's rank correlation coefficient","score":0.528969943523407},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.45414116978645325},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44356369972229004},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.44173532724380493},{"id":"https://openalex.org/keywords/pearson-product-moment-correlation-coefficient","display_name":"Pearson product-moment correlation coefficient","score":0.4102063477039337},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.40448909997940063},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3841310143470764},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.21453598141670227},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1958521604537964},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.13369232416152954},{"id":"https://openalex.org/keywords/civil-engineering","display_name":"Civil engineering","score":0.0974678099155426},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08264565467834473}],"concepts":[{"id":"https://openalex.org/C207512268","wikidata":"https://www.wikidata.org/wiki/Q3074551","display_name":"Traffic flow (computer networking)","level":2,"score":0.6316930055618286},{"id":"https://openalex.org/C2780092901","wikidata":"https://www.wikidata.org/wiki/Q3433612","display_name":"Correlation coefficient","level":2,"score":0.5984657406806946},{"id":"https://openalex.org/C101601086","wikidata":"https://www.wikidata.org/wiki/Q3753228","display_name":"Rank correlation","level":2,"score":0.5649834871292114},{"id":"https://openalex.org/C160331591","wikidata":"https://www.wikidata.org/wiki/Q7075743","display_name":"Occupancy","level":2,"score":0.5339796543121338},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5338033437728882},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.5330808162689209},{"id":"https://openalex.org/C159744936","wikidata":"https://www.wikidata.org/wiki/Q1126730","display_name":"Spearman's rank correlation coefficient","level":2,"score":0.528969943523407},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.45414116978645325},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44356369972229004},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.44173532724380493},{"id":"https://openalex.org/C55078378","wikidata":"https://www.wikidata.org/wiki/Q1136628","display_name":"Pearson product-moment correlation coefficient","level":2,"score":0.4102063477039337},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.40448909997940063},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3841310143470764},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.21453598141670227},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1958521604537964},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.13369232416152954},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.0974678099155426},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08264565467834473},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-030-93733-1_21","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-93733-1_21","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1994592560","https://openalex.org/W2053902653","https://openalex.org/W2108196201","https://openalex.org/W2109574129","https://openalex.org/W2140051110","https://openalex.org/W2158095312","https://openalex.org/W2161455939","https://openalex.org/W2203847944","https://openalex.org/W2528639018","https://openalex.org/W2906485300","https://openalex.org/W3034155816","https://openalex.org/W3170301428"],"related_works":["https://openalex.org/W3152154711","https://openalex.org/W2123233148","https://openalex.org/W1911095394","https://openalex.org/W2146096861","https://openalex.org/W4306698125","https://openalex.org/W2963320501","https://openalex.org/W1527442547","https://openalex.org/W2560331580","https://openalex.org/W1572262254","https://openalex.org/W1584110237"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}