{"id":"https://openalex.org/W2904290664","doi":"https://doi.org/10.1109/itsc.2018.8569726","title":"Short-term Prediction of Bike-sharing Usage Considering Public Transport: A LSTM Approach","display_name":"Short-term Prediction of Bike-sharing Usage Considering Public Transport: A LSTM Approach","publication_year":2018,"publication_date":"2018-11-01","ids":{"openalex":"https://openalex.org/W2904290664","doi":"https://doi.org/10.1109/itsc.2018.8569726","mag":"2904290664"},"language":"en","primary_location":{"id":"doi:10.1109/itsc.2018.8569726","is_oa":false,"landing_page_url":"https://doi.org/10.1109/itsc.2018.8569726","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 21st International Conference on Intelligent Transportation Systems (ITSC)","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/A5054772474","display_name":"Cheng Zhang","orcid":"https://orcid.org/0000-0003-2465-1767"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Cheng Zhang","raw_affiliation_strings":["Ministry of Education, Tongji University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Ministry of Education, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102011577","display_name":"Linan Zhang","orcid":"https://orcid.org/0000-0001-6217-8806"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linan Zhang","raw_affiliation_strings":["Ministry of Education, Tongji University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Ministry of Education, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102927478","display_name":"Yangdong Liu","orcid":"https://orcid.org/0000-0003-3916-1680"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yangdong Liu","raw_affiliation_strings":["Ministry of Education, Tongji University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Ministry of Education, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100731499","display_name":"Xiaoguang Yang","orcid":"https://orcid.org/0000-0002-1121-9011"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoguang Yang","raw_affiliation_strings":["Ministry of Education, Tongji University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Ministry of Education, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5054772474"],"corresponding_institution_ids":["https://openalex.org/I116953780"],"apc_list":null,"apc_paid":null,"fwci":2.9362,"has_fulltext":false,"cited_by_count":27,"citation_normalized_percentile":{"value":0.90631987,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1564","last_page":"1571"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10298","display_name":"Urban Transport and Accessibility","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/T10298","display_name":"Urban Transport and Accessibility","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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9980000257492065,"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":0.9894999861717224,"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/bike-sharing","display_name":"Bike sharing","score":0.779940664768219},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7639169692993164},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.6423318982124329},{"id":"https://openalex.org/keywords/public-transport","display_name":"Public transport","score":0.5974413752555847},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.5367184281349182},{"id":"https://openalex.org/keywords/long-short-term-memory","display_name":"Long short term memory","score":0.4985036849975586},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.43930333852767944},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4033306837081909},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38438260555267334},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36165642738342285},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.35944366455078125},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.211593359708786},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12970033288002014}],"concepts":[{"id":"https://openalex.org/C2994001137","wikidata":"https://www.wikidata.org/wiki/Q1358919","display_name":"Bike sharing","level":2,"score":0.779940664768219},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7639169692993164},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.6423318982124329},{"id":"https://openalex.org/C539828613","wikidata":"https://www.wikidata.org/wiki/Q178512","display_name":"Public transport","level":2,"score":0.5974413752555847},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.5367184281349182},{"id":"https://openalex.org/C133488467","wikidata":"https://www.wikidata.org/wiki/Q6673524","display_name":"Long short term memory","level":4,"score":0.4985036849975586},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.43930333852767944},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4033306837081909},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38438260555267334},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36165642738342285},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.35944366455078125},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.211593359708786},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12970033288002014},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/itsc.2018.8569726","is_oa":false,"landing_page_url":"https://doi.org/10.1109/itsc.2018.8569726","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 21st International Conference on Intelligent Transportation Systems (ITSC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4000000059604645,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W35399427","https://openalex.org/W324717167","https://openalex.org/W1924770834","https://openalex.org/W1984698666","https://openalex.org/W2013142675","https://openalex.org/W2039884997","https://openalex.org/W2040947194","https://openalex.org/W2043179846","https://openalex.org/W2057441837","https://openalex.org/W2062672519","https://openalex.org/W2064675550","https://openalex.org/W2067047340","https://openalex.org/W2075767181","https://openalex.org/W2083717481","https://openalex.org/W2110242546","https://openalex.org/W2176511201","https://openalex.org/W2214440793","https://openalex.org/W2474518875","https://openalex.org/W2557523848","https://openalex.org/W2600250648","https://openalex.org/W2613331518","https://openalex.org/W2725321937","https://openalex.org/W2743734641","https://openalex.org/W2766700587","https://openalex.org/W2919115771","https://openalex.org/W3098519726","https://openalex.org/W3123777455","https://openalex.org/W6601424805","https://openalex.org/W6653985607"],"related_works":["https://openalex.org/W2912153778","https://openalex.org/W4387163678","https://openalex.org/W4288108708","https://openalex.org/W2973430807","https://openalex.org/W4385280324","https://openalex.org/W2890685186","https://openalex.org/W2984436043","https://openalex.org/W4390245176","https://openalex.org/W2912831041","https://openalex.org/W3173606726"],"abstract_inverted_index":{"Bike-sharing":[0,49],"has":[1],"experienced":[2],"rapid":[3],"development":[4],"worldwide":[5],"in":[6,164,186],"the":[7,70,94,117,138,144,152,169,182],"last":[8],"decade.":[9],"Accurate":[10],"usage":[11,27,81],"prediction":[12,23,76,118,145,166,183],"is":[13,50,102,122,171,192],"necessary":[14],"to":[15,46,68,92,109,135,148,173],"support":[16],"timely":[17],"reposition":[18],"and":[19,60,82,151,176,189],"ensure":[20],"availability.":[21],"Existing":[22],"methods":[24],"of":[25,53,58,72,85,140],"bike-sharing":[26,59,178],"are":[28,184],"mostly":[29],"based":[30],"on":[31],"its":[32],"own":[33],"history.":[34],"They":[35],"can":[36,65],"capture":[37,69],"temporal":[38,112],"characteristics":[39],"under":[40],"normal":[41],"state":[42],"but":[43],"cannot":[44],"respond":[45],"sudden":[47,73,149],"events.":[48,74],"a":[51],"part":[52],"public":[54,62,86],"transport.":[55,87],"The":[56,127],"interrelation":[57],"other":[61],"transport":[63],"systems":[64],"be":[66],"utilized":[67],"impact":[71],"This":[75,159],"approach":[77,121,160],"considers":[78],"both":[79,174],"historical":[80],"real-time":[83,141],"passengers":[84],"Then":[88],"use":[89],"neural":[90],"networks":[91],"establish":[93],"connection":[95],"among":[96],"them.":[97],"Long":[98],"short-term":[99],"memory":[100],"(LSTM)":[101],"adopted":[103],"because":[104],"it":[105,191],"shows":[106],"outstanding":[107],"performance":[108],"learn":[110],"long-term":[111],"dependencies.":[113],"Experiments":[114],"show":[115],"that":[116],"through":[119],"this":[120],"more":[123],"accurate":[124],"than":[125],"baselines.":[126],"mean":[128],"absolute":[129],"error":[130],"(MAE)":[131],"reduces":[132,156],"by":[133,157],"25.32%":[134],"39.82%.":[136],"With":[137],"input":[139],"boarding":[142],"passengers,":[143],"better":[146],"responds":[147],"changes,":[150],"MAE":[153],"value":[154],"further":[155],"21.81%.":[158],"also":[161],"outperforms":[162],"others":[163],"different":[165],"horizons.":[167],"Moreover,":[168],"methodology":[170],"applicable":[172],"traditional":[175],"station-free":[177],"systems.":[179],"Data":[180],"for":[181,194],"available":[185],"many":[187],"cities,":[188],"hence":[190],"ready":[193],"practice.":[195]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
