{"id":"https://openalex.org/W4412536366","doi":"https://doi.org/10.1109/tits.2025.3586747","title":"An XGBoost-Based Three-Stage Prediction Approach for True User Demand of Bike-Sharing Systems Based on Spatio-Temporal Analysis","display_name":"An XGBoost-Based Three-Stage Prediction Approach for True User Demand of Bike-Sharing Systems Based on Spatio-Temporal Analysis","publication_year":2025,"publication_date":"2025-07-21","ids":{"openalex":"https://openalex.org/W4412536366","doi":"https://doi.org/10.1109/tits.2025.3586747"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2025.3586747","doi":"https://doi.org/10.1109/tits.2025.3586747","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2025.3586747","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a","anvur-scientific","ccf-b","cwts-core","dongbi-a","jufo-2","ki-jl-1","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Intelligent Transportation Systems","raw_type":"journal-article"},"volume":null,"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/A5023921770","display_name":"Hongfei Guo","orcid":"https://orcid.org/0000-0002-1924-6268","observed_orcids":["https://orcid.org/0000-0002-1924-6268"]},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongfei Guo","raw_affiliation_strings":["Research Center of Intelligent Manufacturing Technology, Beijing Institute of Technology, Zhuhai, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0002-1924-6268","affiliations":[{"raw_affiliation_string":"Research Center of Intelligent Manufacturing Technology, Beijing Institute of Technology, Zhuhai, Guangdong, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Shuman Zhao","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuman Zhao","raw_affiliation_strings":["School of Management, Jinan University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010687103","display_name":"Yaping Ren","orcid":"https://orcid.org/0000-0002-2411-9853","observed_orcids":["https://orcid.org/0000-0002-2411-9853"]},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaping Ren","raw_affiliation_strings":["Research Center of Intelligent Manufacturing Technology, Beijing Institute of Technology, Zhuhai, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0002-2411-9853","affiliations":[{"raw_affiliation_string":"Research Center of Intelligent Manufacturing Technology, Beijing Institute of Technology, Zhuhai, Guangdong, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100641152","display_name":"Jianqing Li","orcid":"https://orcid.org/0000-0002-6768-1483","observed_orcids":["https://orcid.org/0000-0002-6768-1483","https://orcid.org/0000-0003-1965-3020"]},"institutions":[{"id":"https://openalex.org/I111950717","display_name":"Macau University of Science and Technology","ror":"https://ror.org/03jqs2n27","country_code":"MO","type":"education","lineage":["https://openalex.org/I111950717","https://openalex.org/I4391767947"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Jianqing Li","raw_affiliation_strings":["Faculty of Information Technology, Macau University of Science and Technology, Macau, China"],"raw_orcid":"https://orcid.org/0000-0002-6768-1483","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Macau University of Science and Technology, Macau, China","institution_ids":["https://openalex.org/I111950717"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059765262","display_name":"Su Xiu Xu","orcid":"https://orcid.org/0000-0002-9643-2400","observed_orcids":["https://orcid.org/0000-0002-9643-2400"]},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Suxiu Xu","raw_affiliation_strings":["School of Management, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9643-2400","affiliations":[{"raw_affiliation_string":"School of Management, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2645,"currency":"USD","value_usd":2645},"apc_paid":null,"fwci":3.0264,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.90130822,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"26","issue":"9","first_page":"12987","last_page":"12998"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10298","display_name":"Urban Transport and Accessibility","score":0.9437999725341797,"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":0.9437999725341797,"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":0.03869999945163727,"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/T11942","display_name":"Transportation and Mobility Innovations","score":0.00139999995008111,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/bike-sharing","display_name":"bike sharing","score":0.9980000257492065},{"id":"https://openalex.org/keywords/bike-repositioning","display_name":"bike repositioning","score":0.8220000267028809},{"id":"https://openalex.org/keywords/bike-rebalancing","display_name":"bike rebalancing","score":0.597000002861023},{"id":"https://openalex.org/keywords/xgboost","display_name":"XGBoost","score":0.7829999923706055},{"id":"https://openalex.org/keywords/spatio-temporal-features","display_name":"spatio-temporal features","score":0.8579999804496765},{"id":"https://openalex.org/keywords/station-clustering","display_name":"station clustering","score":0.9570000171661377},{"id":"https://openalex.org/keywords/data-correction","display_name":"data correction","score":0.7059999704360962},{"id":"https://openalex.org/keywords/unmet-demand","display_name":"unmet demand","score":0.6639999747276306},{"id":"https://openalex.org/keywords/citi-bike","display_name":"Citi Bike","score":0.7350000143051147},{"id":"https://openalex.org/keywords/station-occupancy","display_name":"station occupancy","score":0.31200000643730164}],"concepts":[{"id":"https://openalex.org/C2994001137","wikidata":"https://www.wikidata.org/wiki/Q1358919","display_name":"Bike sharing","level":2,"score":0.7902125120162964},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5821530818939209},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.5757163763046265},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34654930233955383},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3260687589645386},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2360553741455078},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.21910360455513},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tits.2025.3586747","doi":"https://doi.org/10.1109/tits.2025.3586747","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2025.3586747","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a","anvur-scientific","ccf-b","cwts-core","dongbi-a","jufo-2","ki-jl-1","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Intelligent Transportation Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":1.0,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"},{"score":0.7207000255584717,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G4892171913","display_name":null,"funder_award_id":"52205526","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7348296488","display_name":null,"funder_award_id":"72471028","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327514","display_name":"Beijing Institute of Technology Research Fund Program for Young Scholars","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1998198404","https://openalex.org/W2075767181","https://openalex.org/W2135616346","https://openalex.org/W2163220605","https://openalex.org/W2176511201","https://openalex.org/W2182437758","https://openalex.org/W2295598076","https://openalex.org/W2297059404","https://openalex.org/W2425858923","https://openalex.org/W2469231685","https://openalex.org/W2490968024","https://openalex.org/W2515292392","https://openalex.org/W2552201582","https://openalex.org/W2615772816","https://openalex.org/W2695874637","https://openalex.org/W2757211914","https://openalex.org/W2782620821","https://openalex.org/W2783226629","https://openalex.org/W2790965045","https://openalex.org/W2791959023","https://openalex.org/W2794357443","https://openalex.org/W2868792900","https://openalex.org/W2903483030","https://openalex.org/W2907508577","https://openalex.org/W2908897420","https://openalex.org/W2912144701","https://openalex.org/W2913267705","https://openalex.org/W2954482899","https://openalex.org/W2979785481","https://openalex.org/W2990954032","https://openalex.org/W3013925715","https://openalex.org/W3042918615","https://openalex.org/W3046616315","https://openalex.org/W3120603175","https://openalex.org/W3172701880","https://openalex.org/W3182395383","https://openalex.org/W4200226125","https://openalex.org/W4210754377","https://openalex.org/W4282047882","https://openalex.org/W4307857928"],"related_works":["https://openalex.org/W2891410109","https://openalex.org/W2809303669","https://openalex.org/W3140863171","https://openalex.org/W4392563922","https://openalex.org/W2896523147","https://openalex.org/W4312981086","https://openalex.org/W4403436540","https://openalex.org/W3152074768","https://openalex.org/W2903626948","https://openalex.org/W2883442340"],"abstract_inverted_index":{"A":[0],"bike-sharing":[1],"system":[2,146],"(BSS)":[3],"is":[4,39,132,165],"easily":[5],"unbalanced":[6],"due":[7],"to":[8,134,167],"the":[9,19,31,43,50,62,66,92,100,105,110,137,142,145,150,159,169,173,178,182],"uncertainty":[10],"of":[11,34,54,104,113],"user":[12,35,59,68,102,123,139,152],"demand":[13,69,103,124,140,153],"at":[14,78],"each":[15],"bike":[16,26,44,114],"station":[17,143],"during":[18],"day,":[20],"which":[21],"appeals":[22],"for":[23,121],"an":[24,127],"effective":[25],"reposition":[27],"solution":[28],"based":[29],"on":[30,97],"accurate":[32],"prediction":[33,130],"demand.":[36],"However,":[37],"there":[38],"a":[40,118],"discrepancy":[41],"between":[42],"pickup/drop-off":[45],"record":[46,147],"(satisfied":[47],"demand)":[48,60],"and":[49,73,116,149,172],"user\u2019s":[51],"first":[52],"choice":[53],"origin/destination":[55],"stations":[56,81,86],"(i.e.,":[57,70],"true":[58,101,122,138,151],"since":[61],"BSS":[63],"cannot":[64],"capture":[65],"unsatisfied":[67],"abandoned":[71],"rentals":[72],"transferred":[74],"rentals/returns)":[75],"that":[76,177],"occurs":[77],"either":[79],"empty":[80],"(failed":[82,87],"rentals)":[83],"or":[84],"full":[85],"returns).":[88],"To":[89],"efficiently":[90],"rebalance":[91],"BSS,":[93],"this":[94],"paper":[95],"focuses":[96],"accurately":[98,135],"forecasting":[99],"BSS.":[106],"First,":[107],"we":[108],"extract":[109],"spatial-temporal":[111],"features":[112],"usage":[115],"establish":[117],"spatio-temporal":[119],"model":[120],"prediction.":[125,154],"Then,":[126],"XGBoost-based":[128],"three-stage":[129],"approach":[131,180],"proposed":[133,170,179],"predict":[136],"including":[141],"clustering,":[144],"rectification,":[148],"The":[155],"real":[156],"data":[157],"from":[158],"Citi":[160],"Bike":[161],"in":[162],"New":[163],"York":[164],"applied":[166],"verify":[168],"method":[171],"experimental":[174],"results":[175],"demonstrate":[176],"outperforms":[181],"existing":[183],"methods.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2026-10-27T15:51:10.671819","created_date":"2025-10-10T00:00:00"}
