{"id":"https://openalex.org/W3205868325","doi":"https://doi.org/10.14428/esann/2021.es2021-7","title":"Machine learning and data mining for urban mobility intelligence","display_name":"Machine learning and data mining for urban mobility intelligence","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3205868325","doi":"https://doi.org/10.14428/esann/2021.es2021-7","mag":"3205868325"},"language":"en","primary_location":{"id":"doi:10.14428/esann/2021.es2021-7","is_oa":true,"landing_page_url":"http://doi.org/10.14428/esann/2021.es2021-7","pdf_url":"https://doi.org/10.14428/esann/2021.es2021-7","source":{"id":"https://openalex.org/S4306509709","display_name":"ESANN 2021 proceedings","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2021 proceedings","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.14428/esann/2021.es2021-7","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087274722","display_name":"\u00c9tienne C\u00f4me","orcid":"https://orcid.org/0000-0002-0459-6388"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Etienne Come","raw_affiliation_strings":["COSYS-GRETTIA  - G\u00e9nie des R\u00e9seaux de Transport Terrestres et Informatique Avanc\u00e9e (14-20 Boulevard Newton\r\nCit\u00e9 Descartes, Champs sur Marne\r\nF-77454  Marne la Vall\u00e9e Cedex 2 - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"COSYS-GRETTIA  - G\u00e9nie des R\u00e9seaux de Transport Terrestres et Informatique Avanc\u00e9e (14-20 Boulevard Newton\r\nCit\u00e9 Descartes, Champs sur Marne\r\nF-77454  Marne la Vall\u00e9e Cedex 2 - France)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029516915","display_name":"Latifa Oukhellou","orcid":"https://orcid.org/0000-0002-5193-1732"},"institutions":[{"id":"https://openalex.org/I4210154111","display_name":"Universit\u00e9 Gustave Eiffel","ror":"https://ror.org/03x42jk29","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210154111"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Latifa Oukhellou","raw_affiliation_strings":["-Univ. Gustave Eiffel, COSYS, GRETTIA F-77447 Marne-la-Valle, France","COSYS-GRETTIA  - G\u00e9nie des R\u00e9seaux de Transport Terrestres et Informatique Avanc\u00e9e (14-20 Boulevard Newton\r\nCit\u00e9 Descartes, Champs sur Marne\r\nF-77454  Marne la Vall\u00e9e Cedex 2 - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"-Univ. Gustave Eiffel, COSYS, GRETTIA F-77447 Marne-la-Valle, France","institution_ids":["https://openalex.org/I4210154111"]},{"raw_affiliation_string":"COSYS-GRETTIA  - G\u00e9nie des R\u00e9seaux de Transport Terrestres et Informatique Avanc\u00e9e (14-20 Boulevard Newton\r\nCit\u00e9 Descartes, Champs sur Marne\r\nF-77454  Marne la Vall\u00e9e Cedex 2 - France)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076973948","display_name":"Allou Sam\u00e9","orcid":"https://orcid.org/0000-0003-1531-6019"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Allou Same","raw_affiliation_strings":["COSYS-GRETTIA  - G\u00e9nie des R\u00e9seaux de Transport Terrestres et Informatique Avanc\u00e9e (14-20 Boulevard Newton\r\nCit\u00e9 Descartes, Champs sur Marne\r\nF-77454  Marne la Vall\u00e9e Cedex 2 - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"COSYS-GRETTIA  - G\u00e9nie des R\u00e9seaux de Transport Terrestres et Informatique Avanc\u00e9e (14-20 Boulevard Newton\r\nCit\u00e9 Descartes, Champs sur Marne\r\nF-77454  Marne la Vall\u00e9e Cedex 2 - France)","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041516110","display_name":"Lijun Sun","orcid":"https://orcid.org/0000-0002-9830-1527"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Lijun Sun","raw_affiliation_strings":["-McGill University, 817 Sherbrooke St. W. Montreal, QC H3A 0C3, Canada","McGill University = Universit\u00e9 McGill [Montr\u00e9al, Canada] (845, rue Sherbrooke O. Montr\u00e9al (Qu\u00e9bec) Canada H3A 0G4 - Canada)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"-McGill University, 817 Sherbrooke St. W. Montreal, QC H3A 0C3, Canada","institution_ids":["https://openalex.org/I5023651"]},{"raw_affiliation_string":"McGill University = Universit\u00e9 McGill [Montr\u00e9al, Canada] (845, rue Sherbrooke O. Montr\u00e9al (Qu\u00e9bec) Canada H3A 0G4 - Canada)","institution_ids":["https://openalex.org/I5023651"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"453","last_page":"462"},"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":0.9998999834060669,"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":0.9998999834060669,"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":0.9995999932289124,"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":0.9983999729156494,"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":0.7702441215515137},{"id":"https://openalex.org/keywords/bluetooth","display_name":"Bluetooth","score":0.5674205422401428},{"id":"https://openalex.org/keywords/safer","display_name":"SAFER","score":0.5297357439994812},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4984605312347412},{"id":"https://openalex.org/keywords/mobile-phone","display_name":"Mobile phone","score":0.4968109428882599},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.41853097081184387},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4136277139186859},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3276882767677307},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.24398955702781677},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.23544931411743164},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2024562656879425},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.19578921794891357}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7702441215515137},{"id":"https://openalex.org/C546215728","wikidata":"https://www.wikidata.org/wiki/Q39531","display_name":"Bluetooth","level":3,"score":0.5674205422401428},{"id":"https://openalex.org/C2776654903","wikidata":"https://www.wikidata.org/wiki/Q2601463","display_name":"SAFER","level":2,"score":0.5297357439994812},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4984605312347412},{"id":"https://openalex.org/C2777421447","wikidata":"https://www.wikidata.org/wiki/Q17517","display_name":"Mobile phone","level":2,"score":0.4968109428882599},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.41853097081184387},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4136277139186859},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3276882767677307},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.24398955702781677},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.23544931411743164},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2024562656879425},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.19578921794891357}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.14428/esann/2021.es2021-7","is_oa":true,"landing_page_url":"http://doi.org/10.14428/esann/2021.es2021-7","pdf_url":"https://doi.org/10.14428/esann/2021.es2021-7","source":{"id":"https://openalex.org/S4306509709","display_name":"ESANN 2021 proceedings","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2021 proceedings","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-03922607v1","is_oa":true,"landing_page_url":"https://hal.science/hal-03922607","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"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":"ESANN 2021, the 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.14428/esann/2021.es2021-7","is_oa":true,"landing_page_url":"http://doi.org/10.14428/esann/2021.es2021-7","pdf_url":"https://doi.org/10.14428/esann/2021.es2021-7","source":{"id":"https://openalex.org/S4306509709","display_name":"ESANN 2021 proceedings","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2021 proceedings","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.6000000238418579,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3205868325.pdf","grobid_xml":"https://content.openalex.org/works/W3205868325.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W40609341","https://openalex.org/W227570021","https://openalex.org/W1500188831","https://openalex.org/W1798398164","https://openalex.org/W1880262756","https://openalex.org/W1963757997","https://openalex.org/W1963826206","https://openalex.org/W1982300822","https://openalex.org/W1992570173","https://openalex.org/W2000215628","https://openalex.org/W2024165284","https://openalex.org/W2047888606","https://openalex.org/W2131819535","https://openalex.org/W2139153982","https://openalex.org/W2171634212","https://openalex.org/W2179076887","https://openalex.org/W2342643507","https://openalex.org/W2465297350","https://openalex.org/W2566236551","https://openalex.org/W2573587735","https://openalex.org/W2583954243","https://openalex.org/W2588759037","https://openalex.org/W2623776817","https://openalex.org/W2695874637","https://openalex.org/W2744796818","https://openalex.org/W2775387120","https://openalex.org/W2779820900","https://openalex.org/W2790882348","https://openalex.org/W2898444496","https://openalex.org/W2915954683","https://openalex.org/W2917527267","https://openalex.org/W2944102862","https://openalex.org/W2945458319","https://openalex.org/W2977445886","https://openalex.org/W2979058910","https://openalex.org/W2980537499","https://openalex.org/W2990022967","https://openalex.org/W3007926275","https://openalex.org/W3015553263","https://openalex.org/W3015633724","https://openalex.org/W3025226748","https://openalex.org/W3034951560","https://openalex.org/W3035189907","https://openalex.org/W3113447072","https://openalex.org/W3121013072","https://openalex.org/W3169835995","https://openalex.org/W3184671611","https://openalex.org/W3186458376","https://openalex.org/W4232197496","https://openalex.org/W4244928213","https://openalex.org/W4307492541","https://openalex.org/W4385245566"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2953205341","https://openalex.org/W235065745","https://openalex.org/W2029935773","https://openalex.org/W2787754950","https://openalex.org/W1572215850","https://openalex.org/W1985775355","https://openalex.org/W2352115286","https://openalex.org/W2084793300","https://openalex.org/W2476350415"],"abstract_inverted_index":{"The":[0,59],"last":[1],"few":[2],"decades":[3],"have":[4],"seen":[5],"a":[6],"faster":[7],"development":[8,106],"of":[9,16,30,49,107,132],"digital":[10],"systems":[11,22,39],"for":[12,124],"observing":[13],"the":[14,105,125],"mobility":[15,60,122,139],"people":[17],"and":[18,35,43,56,78,85,94,102,110,137],"goods.":[19],"Various":[20],"sensing":[21],"-such":[23],"as":[24,70],"radio":[25],"communication,":[26],"Wi-Fi,":[27],"Bluetooth,":[28],"validation":[29],"smart":[31],"cards,":[32],"mobile":[33],"phone,":[34],"road":[36],"traffic":[37],"monitoring":[38],"-have":[40],"enabled":[41],"researchers":[42],"practitioners":[44],"to":[45,54,104,119],"acquire":[46],"large":[47],"amounts":[48],"data,":[50,77,83],"which":[51],"generally":[52],"refer":[53],"individual":[55],"collective":[57],"trajectories.":[58],"data":[61,95,140],"can":[62,88,116],"be":[63],"further":[64],"enriched":[65],"with":[66],"side":[67],"information,":[68],"such":[69],"text":[71],"corpora":[72],"from":[73,90],"social":[74],"media,":[75],"survey":[76],"weather":[79],"information.":[80],"These":[81],"massive":[82],"temporally":[84],"spatially":[86],"structured,":[87],"benefit":[89],"advanced":[91],"machine":[92],"learning":[93],"mining":[96],"methods,":[97],"providing":[98],"decision":[99],"aid":[100],"tools,":[101],"contributing":[103],"safer,":[108],"cleaner,":[109],"more":[111],"efficient":[112],"transportation":[113],"systems.":[114],"They":[115],"also":[117],"help":[118],"implement":[120],"new":[121],"services":[123],"user.":[126],"This":[127],"article":[128],"provides":[129],"an":[130],"overview":[131],"methodological":[133],"advances":[134],"in":[135],"temporal":[136],"spatial":[138],"processing.":[141]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}