{"id":"https://openalex.org/W2460480794","doi":"https://doi.org/10.1145/2906388.2906408","title":"Mobility Modeling and Prediction in Bike-Sharing Systems","display_name":"Mobility Modeling and Prediction in Bike-Sharing Systems","publication_year":2016,"publication_date":"2016-06-20","ids":{"openalex":"https://openalex.org/W2460480794","doi":"https://doi.org/10.1145/2906388.2906408","mag":"2460480794"},"language":"en","primary_location":{"id":"doi:10.1145/2906388.2906408","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2906388.2906408","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th Annual International Conference on Mobile Systems, Applications, and Services","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/A5101919600","display_name":"Zidong Yang","orcid":"https://orcid.org/0000-0003-0277-3333"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zidong Yang","raw_affiliation_strings":["Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104022494","display_name":"Ji Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ji Hu","raw_affiliation_strings":["Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016472874","display_name":"Yuanchao Shu","orcid":"https://orcid.org/0000-0002-9542-7095"},"institutions":[{"id":"https://openalex.org/I4210113369","display_name":"Microsoft Research Asia (China)","ror":"https://ror.org/0300m5276","country_code":"CN","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210113369"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanchao Shu","raw_affiliation_strings":["Microsoft Research Asia, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Microsoft Research Asia, Beijing, China","institution_ids":["https://openalex.org/I4210113369"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051951845","display_name":"Peng Cheng","orcid":"https://orcid.org/0000-0002-4221-2162"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Cheng","raw_affiliation_strings":["Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100726041","display_name":"Jiming Chen","orcid":"https://orcid.org/0000-0003-3155-3145"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiming Chen","raw_affiliation_strings":["Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041937385","display_name":"Thomas Moscibroda","orcid":"https://orcid.org/0000-0002-8729-7841"},"institutions":[{"id":"https://openalex.org/I4210113369","display_name":"Microsoft Research Asia (China)","ror":"https://ror.org/0300m5276","country_code":"CN","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210113369"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Thomas Moscibroda","raw_affiliation_strings":["Microsoft Research Asia, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Microsoft Research Asia, Beijing, China","institution_ids":["https://openalex.org/I4210113369"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101919600"],"corresponding_institution_ids":["https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":66.1452,"has_fulltext":false,"cited_by_count":188,"citation_normalized_percentile":{"value":0.99915697,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"165","last_page":"178"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10298","display_name":"Urban Transport and Accessibility","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9997000098228455,"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":0.9829000234603882,"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":0.9212902784347534},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7050967812538147},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.6078893542289734},{"id":"https://openalex.org/keywords/public-transport","display_name":"Public transport","score":0.5650517344474792},{"id":"https://openalex.org/keywords/granularity","display_name":"Granularity","score":0.5478042960166931},{"id":"https://openalex.org/keywords/mobility-model","display_name":"Mobility model","score":0.5059129595756531},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.40054142475128174},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.23069539666175842},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12804970145225525}],"concepts":[{"id":"https://openalex.org/C2994001137","wikidata":"https://www.wikidata.org/wiki/Q1358919","display_name":"Bike sharing","level":2,"score":0.9212902784347534},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7050967812538147},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6078893542289734},{"id":"https://openalex.org/C539828613","wikidata":"https://www.wikidata.org/wiki/Q178512","display_name":"Public transport","level":2,"score":0.5650517344474792},{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.5478042960166931},{"id":"https://openalex.org/C191485582","wikidata":"https://www.wikidata.org/wiki/Q6887309","display_name":"Mobility model","level":2,"score":0.5059129595756531},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.40054142475128174},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.23069539666175842},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12804970145225525},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2906388.2906408","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2906388.2906408","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th Annual International Conference on Mobile Systems, Applications, and Services","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6715666098","display_name":null,"funder_award_id":"973 Program under Grant 2015CB352500","funder_id":"https://openalex.org/F4320321540","funder_display_name":"Ministry of Science and Technology of the People's Republic of China"}],"funders":[{"id":"https://openalex.org/F4320321540","display_name":"Ministry of Science and Technology of the People's Republic of China","ror":"https://ror.org/027s68j25"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W35399427","https://openalex.org/W109636739","https://openalex.org/W629990169","https://openalex.org/W1129526491","https://openalex.org/W1533851429","https://openalex.org/W1972189565","https://openalex.org/W1973200185","https://openalex.org/W1979411729","https://openalex.org/W1980881078","https://openalex.org/W1987861412","https://openalex.org/W1992223677","https://openalex.org/W2004683304","https://openalex.org/W2010323218","https://openalex.org/W2032251915","https://openalex.org/W2039985383","https://openalex.org/W2040947194","https://openalex.org/W2041855438","https://openalex.org/W2043179846","https://openalex.org/W2046185367","https://openalex.org/W2051300907","https://openalex.org/W2053109393","https://openalex.org/W2062672519","https://openalex.org/W2075767181","https://openalex.org/W2085203873","https://openalex.org/W2098251432","https://openalex.org/W2110953678","https://openalex.org/W2116554828","https://openalex.org/W2120453111","https://openalex.org/W2145656012","https://openalex.org/W2151828736","https://openalex.org/W2152204876","https://openalex.org/W2160005388","https://openalex.org/W2172211955","https://openalex.org/W2237670588","https://openalex.org/W2269846677","https://openalex.org/W2297059404","https://openalex.org/W2466155933","https://openalex.org/W2911964244"],"related_works":["https://openalex.org/W2931688134","https://openalex.org/W2377919138","https://openalex.org/W2378857091","https://openalex.org/W103652678","https://openalex.org/W4226090359","https://openalex.org/W2059697060","https://openalex.org/W936373746","https://openalex.org/W2975817033","https://openalex.org/W4256502920","https://openalex.org/W4382701072"],"abstract_inverted_index":{"As":[0],"an":[1,138],"innovative":[2],"mobility":[3,67,83,157],"strategy,":[4],"public":[5,119],"bike-sharing":[6,22,88,120,180],"has":[7],"grown":[8],"dramatically":[9],"worldwide.":[10],"Though":[11],"providing":[12],"convenient,":[13],"low-cost":[14],"and":[15,31,50,69,90,128,149,159,169,177],"environmental-friendly":[16],"transportation,":[17],"the":[18,40,47,75,106,116,164,171,174,183],"unique":[19],"features":[20],"of":[21,43,108,143,179],"systems":[23,181],"give":[24],"rise":[25],"to":[26,28],"problems":[27,38],"both":[29,146],"users":[30],"operators.":[32],"The":[33],"primary":[34],"issue":[35,56],"among":[36],"these":[37],"is":[39],"uneven":[41],"distribution":[42],"bicycles":[44],"caused":[45],"by":[46],"ever-changing":[48],"usage":[49],"(available)":[51],"supply.":[52],"This":[53],"bicycle":[54,66,82],"imbalance":[55],"necessitates":[57],"efficient":[58],"bike":[59,165],"re-balancing":[60,166],"strategies,":[61],"which":[62],"depends":[63],"highly":[64],"on":[65,86,96],"modeling":[68,158],"prediction.":[70,152],"In":[71],"this":[72,155],"paper,":[73],"for":[74,145,173],"first":[76],"time,":[77],"we":[78],"propose":[79],"a":[80,92,97,112],"spatio-temporal":[81],"model":[84],"based":[85],"historical":[87],"data,":[89],"devise":[91],"traffic":[93],"prediction":[94,160],"mechanism":[95],"per-station":[98],"basis":[99],"with":[100,123],"sub-hour":[101],"granularity.":[102],"We":[103,153],"extensively":[104],"evaluated":[105],"performance":[107],"our":[109],"design":[110,168],"through":[111],"one-year":[113],"dataset":[114],"from":[115],"world's":[117],"largest":[118],"system":[121],"(BSS)":[122],"more":[124],"than":[125],"2800":[126],"stations":[127],"over":[129],"103":[130],"million":[131],"check":[132,147,150],"in/out":[133],"records.":[134],"Evaluation":[135],"results":[136],"show":[137],"85":[139],"percentile":[140],"relative":[141],"error":[142],"0.6":[144],"in":[148],"out":[151],"believe":[154],"new":[156],"approach":[161],"can":[162],"advance":[163],"algorithm":[167],"pave":[170],"way":[172],"rapid":[175],"deployment":[176],"adoption":[178],"across":[182],"globe.":[184]},"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":18},{"year":2021,"cited_by_count":27},{"year":2020,"cited_by_count":31},{"year":2019,"cited_by_count":45},{"year":2018,"cited_by_count":27},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
