{"id":"https://openalex.org/W4408861340","doi":"https://doi.org/10.1109/icca62237.2024.10927758","title":"Deep Learning-Based Correlation Analysis of Public Transit and Ride-Sharing: A Study of Urban Mobility Patterns in Paris","display_name":"Deep Learning-Based Correlation Analysis of Public Transit and Ride-Sharing: A Study of Urban Mobility Patterns in Paris","publication_year":2024,"publication_date":"2024-12-17","ids":{"openalex":"https://openalex.org/W4408861340","doi":"https://doi.org/10.1109/icca62237.2024.10927758"},"language":"en","primary_location":{"id":"doi:10.1109/icca62237.2024.10927758","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icca62237.2024.10927758","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Computer and Applications (ICCA)","raw_type":"proceedings-article"},"type":"article","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/A5043344581","display_name":"Mohamed Nassar","orcid":"https://orcid.org/0000-0001-8857-4436"},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Mohamed Nassar","raw_affiliation_strings":["Nile University,Cairo,Egypt"],"affiliations":[{"raw_affiliation_string":"Nile University,Cairo,Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113381107","display_name":"Ahmed Amin","orcid":"https://orcid.org/0000-0001-8802-1989"},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Ahmed Amin","raw_affiliation_strings":["Nile University,Cairo,Egypt"],"affiliations":[{"raw_affiliation_string":"Nile University,Cairo,Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Reem Hussin","orcid":null},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Reem Hussin","raw_affiliation_strings":["Nile University,Cairo,Egypt"],"affiliations":[{"raw_affiliation_string":"Nile University,Cairo,Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018860686","display_name":"Mahmoud A. Essa","orcid":null},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mahmoud Essa","raw_affiliation_strings":["Nile University,Cairo,Egypt"],"affiliations":[{"raw_affiliation_string":"Nile University,Cairo,Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113329441","display_name":"Mohanned Mahmoud","orcid":null},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohanned Mahmoud","raw_affiliation_strings":["Nile University,Cairo,Egypt"],"affiliations":[{"raw_affiliation_string":"Nile University,Cairo,Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084152291","display_name":"Abdelrhman Ahmed","orcid":null},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Abdelrhman Ahmed","raw_affiliation_strings":["Nile University,Cairo,Egypt"],"affiliations":[{"raw_affiliation_string":"Nile University,Cairo,Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027768505","display_name":"Noha Gamal El-Din Saad","orcid":null},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Noha Gamal El-din Saad","raw_affiliation_strings":["Nile University,Cairo,Egypt"],"affiliations":[{"raw_affiliation_string":"Nile University,Cairo,Egypt","institution_ids":["https://openalex.org/I57629906"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5043344581"],"corresponding_institution_ids":["https://openalex.org/I57629906"],"apc_list":null,"apc_paid":null,"fwci":0.6581,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.80518576,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"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":0.984000027179718,"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":0.984000027179718,"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":0.9550999999046326,"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/public-transport","display_name":"Public transport","score":0.7082509994506836},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5426273345947266},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.49046871066093445},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.48281964659690857},{"id":"https://openalex.org/keywords/transit","display_name":"Transit (satellite)","score":0.4740464687347412},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.35658735036849976},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.23943910002708435},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15270844101905823}],"concepts":[{"id":"https://openalex.org/C539828613","wikidata":"https://www.wikidata.org/wiki/Q178512","display_name":"Public transport","level":2,"score":0.7082509994506836},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5426273345947266},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.49046871066093445},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.48281964659690857},{"id":"https://openalex.org/C2778022998","wikidata":"https://www.wikidata.org/wiki/Q651136","display_name":"Transit (satellite)","level":3,"score":0.4740464687347412},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.35658735036849976},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23943910002708435},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15270844101905823},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icca62237.2024.10927758","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icca62237.2024.10927758","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Computer and Applications (ICCA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6299999952316284,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2887064776","https://openalex.org/W3033688252","https://openalex.org/W3038540520","https://openalex.org/W3080665823","https://openalex.org/W3106776641","https://openalex.org/W3120008363","https://openalex.org/W3152825062","https://openalex.org/W4213165807","https://openalex.org/W4225147134","https://openalex.org/W4296905189","https://openalex.org/W4391249623","https://openalex.org/W6737664043"],"related_works":["https://openalex.org/W3048859969","https://openalex.org/W578848535","https://openalex.org/W2052743154","https://openalex.org/W3162329824","https://openalex.org/W2962922615","https://openalex.org/W4313513485","https://openalex.org/W654272262","https://openalex.org/W4388420020","https://openalex.org/W603905442","https://openalex.org/W4238517002"],"abstract_inverted_index":{"Urban":[0],"transportation":[1,29,80,110],"systems":[2,30],"have":[3],"evolved":[4],"significantly,":[5],"particularly":[6],"with":[7,93,146],"the":[8,25,40,56,68,72,170],"rise":[9],"of":[10,119,172],"private":[11,175],"ride-sharing":[12,62,87,134],"services.":[13],"In":[14],"Paris":[15],"-as":[16],"our":[17],"case":[18],"study-,":[19],"urban":[20,104,162,183],"mobility":[21,184],"is":[22],"shaped":[23],"by":[24],"interaction":[26],"between":[27,42],"public":[28,65,94,136,173],"and":[31,38,64,99,127,168,174,181],"services":[32,88],"like":[33],"Uber.":[34],"This":[35,83,154],"study":[36],"analyzes":[37],"predicts":[39,71],"relationship":[41],"these":[43,78],"two":[44,79],"transport":[45,66,137],"modes":[46,81],"using":[47],"a":[48,116],"Convolutional":[49],"Neural":[50],"Network":[51],"(CNN)":[52],"model.":[53],"By":[54],"processing":[55],"spatio-temporal":[57],"heatmap":[58],"visualizations":[59],"from":[60],"Uber":[61],"activity":[63],"usage,":[67],"CNN":[69,113],"model":[70,114],"correlation":[73,123,156],"coefficients,":[74],"dynamically":[75],"capturing":[76],"how":[77,86],"interact.":[82],"analysis":[84,157],"reveals":[85],"either":[89],"complement":[90],"or":[91],"compete":[92],"transit":[95],"at":[96],"different":[97],"times":[98],"locations":[100],"in":[101,138,148],"Paris,":[102],"offering":[103],"planners":[105],"valuable":[106,159],"insights":[107,160],"into":[108],"optimizing":[109],"systems.":[111],"The":[112,130],"achieved":[115],"mean":[117],"accuracy":[118],"93.31%,":[120],"predicting":[121],"varying":[122],"coefficients":[124],"during":[125,141,151],"off-peak":[126,142],"peak":[128,152],"hours.":[129],"results":[131],"suggest":[132],"that":[133],"supplements":[135],"underserved":[139],"areas":[140,150],"hours":[143],"but":[144],"competes":[145],"it":[147],"central":[149],"times.":[153],"predictive":[155],"provides":[158],"for":[161],"planners,":[163],"helping":[164],"optimize":[165],"resource":[166],"allocation":[167],"improve":[169],"integration":[171],"transport,":[176],"contributing":[177],"to":[178],"more":[179],"efficient":[180],"sustainable":[182],"solutions":[185],"across":[186],"diverse":[187],"geo-locations.":[188]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}