{"id":"https://openalex.org/W2170734730","doi":"https://doi.org/10.1145/2801948.2801984","title":"A prediction model of passenger demand using AVL and APC data from a bus fleet","display_name":"A prediction model of passenger demand using AVL and APC data from a bus fleet","publication_year":2015,"publication_date":"2015-09-22","ids":{"openalex":"https://openalex.org/W2170734730","doi":"https://doi.org/10.1145/2801948.2801984","mag":"2170734730"},"language":"en","primary_location":{"id":"doi:10.1145/2801948.2801984","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2801948.2801984","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th Panhellenic Conference on Informatics","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://mediatum.ub.tum.de/node?id=1360129","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022128097","display_name":"Patroklos Samaras","orcid":"https://orcid.org/0000-0001-6042-1585"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Patroklos Samaras","raw_affiliation_strings":["Aristotle University of Thessaloniki"],"affiliations":[{"raw_affiliation_string":"Aristotle University of Thessaloniki","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071895296","display_name":"Anestis Fachantidis","orcid":"https://orcid.org/0000-0003-2034-097X"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Anestis Fachantidis","raw_affiliation_strings":["Aristotle University of Thessaloniki"],"affiliations":[{"raw_affiliation_string":"Aristotle University of Thessaloniki","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026561247","display_name":"Grigorios Tsoumakas","orcid":"https://orcid.org/0000-0002-7879-669X"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Grigorios Tsoumakas","raw_affiliation_strings":["Aristotle University of Thessaloniki"],"affiliations":[{"raw_affiliation_string":"Aristotle University of Thessaloniki","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066340205","display_name":"Ioannis Vlahavas","orcid":"https://orcid.org/0000-0003-3477-8825"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ioannis Vlahavas","raw_affiliation_strings":["Aristotle University of Thessaloniki"],"affiliations":[{"raw_affiliation_string":"Aristotle University of Thessaloniki","institution_ids":["https://openalex.org/I21370196"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5022128097"],"corresponding_institution_ids":["https://openalex.org/I21370196"],"apc_list":null,"apc_paid":null,"fwci":0.3879,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.69346957,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"129","last_page":"134"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"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"}},"topics":[{"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"}},{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9984999895095825,"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/T10698","display_name":"Transportation Planning and Optimization","score":0.9983000159263611,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/public-transport","display_name":"Public transport","score":0.7158693671226501},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5913096070289612},{"id":"https://openalex.org/keywords/automatic-vehicle-location","display_name":"Automatic vehicle location","score":0.5062486529350281},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4912070631980896},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.48986050486564636},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4869857728481293},{"id":"https://openalex.org/keywords/raw-data","display_name":"Raw data","score":0.4760810434818268},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.45021113753318787},{"id":"https://openalex.org/keywords/fleet-management","display_name":"Fleet management","score":0.4429475665092468},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4307992160320282},{"id":"https://openalex.org/keywords/passenger-transport","display_name":"Passenger transport","score":0.42096057534217834},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3643895983695984},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33558791875839233},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.30493173003196716},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.2799328565597534},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.24560979008674622},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10481342673301697}],"concepts":[{"id":"https://openalex.org/C539828613","wikidata":"https://www.wikidata.org/wiki/Q178512","display_name":"Public transport","level":2,"score":0.7158693671226501},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5913096070289612},{"id":"https://openalex.org/C202176563","wikidata":"https://www.wikidata.org/wiki/Q2527484","display_name":"Automatic vehicle location","level":3,"score":0.5062486529350281},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4912070631980896},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.48986050486564636},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4869857728481293},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.4760810434818268},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.45021113753318787},{"id":"https://openalex.org/C2777305159","wikidata":"https://www.wikidata.org/wiki/Q1430291","display_name":"Fleet management","level":2,"score":0.4429475665092468},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4307992160320282},{"id":"https://openalex.org/C3018364605","wikidata":"https://www.wikidata.org/wiki/Q7590","display_name":"Passenger transport","level":2,"score":0.42096057534217834},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3643895983695984},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33558791875839233},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.30493173003196716},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.2799328565597534},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.24560979008674622},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10481342673301697},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C60229501","wikidata":"https://www.wikidata.org/wiki/Q18822","display_name":"Global Positioning System","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/2801948.2801984","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2801948.2801984","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th Panhellenic Conference on Informatics","raw_type":"proceedings-article"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1360129","is_oa":true,"landing_page_url":"http://mediatum.ub.tum.de/node?id=1360129","pdf_url":null,"source":{"id":"https://openalex.org/S4306400453","display_name":"mediaTUM \u2013 the media and publications repository of the Technical University Munich (Technical University Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"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":"article"}],"best_oa_location":{"id":"pmh:oai:mediatum.ub.tum.de:node/1360129","is_oa":true,"landing_page_url":"http://mediatum.ub.tum.de/node?id=1360129","pdf_url":null,"source":{"id":"https://openalex.org/S4306400453","display_name":"mediaTUM \u2013 the media and publications repository of the Technical University Munich (Technical University Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"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":"article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.5299999713897705}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2009527558","https://openalex.org/W2015139048","https://openalex.org/W2093635770","https://openalex.org/W2112503524","https://openalex.org/W2153095534","https://openalex.org/W2911964244","https://openalex.org/W2912934387"],"related_works":["https://openalex.org/W602206652","https://openalex.org/W654118317","https://openalex.org/W2087957124","https://openalex.org/W2171135929","https://openalex.org/W616057852","https://openalex.org/W2096909769","https://openalex.org/W2257399548","https://openalex.org/W2046919466","https://openalex.org/W2374763653","https://openalex.org/W3094550016"],"abstract_inverted_index":{"In":[0],"this":[1],"paper":[2],"we":[3],"present":[4],"the":[5,19,39,45,61,67,77,81,90,116,138,145,151,160,163],"passenger":[6,47,84,108],"demand":[7,85,126],"prediction":[8,82,164],"model":[9,122,165],"of":[10,21,63,69,83,107,119,162],"BusGrid.":[11],"BusGrid":[12,31],"is":[13],"a":[14,53,120,156],"novel":[15],"information":[16],"system":[17],"for":[18,115,127],"improvement":[20,62],"productivity":[22],"and":[23,33,44,56,66,73,96,103,132,177],"customer":[24],"service":[25],"in":[26,86],"public":[27],"transport":[28],"bus":[29,54,64,71,88,130,175],"services.":[30],"receives":[32],"processes":[34],"real":[35],"time":[36],"data":[37,93,112],"from":[38],"automated":[40,46],"vehicle":[41],"location":[42],"(AVL)":[43],"counting":[48],"(APC)":[49],"sensors":[50],"installed":[51],"on":[52,60,76,159],"fleet":[55],"assists":[57],"their":[58],"operator":[59],"schedules":[65],"design":[68],"new":[70,174],"routes":[72],"stops":[74,176],"based":[75],"expected":[78],"demand.":[79,109],"For":[80],"any":[87,128],"stop,":[89],"raw":[91],"sensor":[92],"were":[94,101,113],"pre-processed":[95,111],"several":[97],"different":[98],"feature":[99,153],"sets":[100],"extracted":[102],"tested":[104],"as":[105],"predictors":[106],"The":[110],"used":[114],"supervised":[117],"learning":[118],"regression":[121],"that":[123,137],"predicts":[124],"people":[125],"given":[129],"stop":[131],"route.":[133],"Experimental":[134],"results":[135],"show":[136],"proposed":[139,152],"approach":[140],"achieved":[141],"significant":[142],"improvements":[143],"over":[144],"baseline":[146],"approaches.":[147],"Knowledge":[148],"representation,":[149],"through":[150],"set,":[154,172],"played":[155],"key":[157],"role":[158],"ability":[161],"to":[166,173],"generalize":[167],"well":[168],"beyond":[169],"its":[170],"training":[171],"routes.":[178]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2},{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-17T18:11:37.981687","created_date":"2025-10-10T00:00:00"}