{"id":"https://openalex.org/W2906731168","doi":"https://doi.org/10.1155/2019/7643905","title":"A Destination Prediction Network Based on Spatiotemporal Data for Bike\u2010Sharing","display_name":"A Destination Prediction Network Based on Spatiotemporal Data for Bike\u2010Sharing","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2906731168","doi":"https://doi.org/10.1155/2019/7643905","mag":"2906731168"},"language":"en","primary_location":{"id":"doi:10.1155/2019/7643905","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/7643905","pdf_url":"https://downloads.hindawi.com/journals/complexity/2019/7643905.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/complexity/2019/7643905.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100669101","display_name":"Jiang Jian","orcid":"https://orcid.org/0000-0002-1510-3972"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Jiang","raw_affiliation_strings":["School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou, China","School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103011510","display_name":"Fei Lin","orcid":"https://orcid.org/0000-0003-4121-1587"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fei Lin","raw_affiliation_strings":["School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou, China","School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023356924","display_name":"Jin Fan","orcid":"https://orcid.org/0000-0002-6681-9209"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Fan","raw_affiliation_strings":["School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou, China","School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100751610","display_name":"Hang Lv","orcid":"https://orcid.org/0000-0003-3761-1684"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hang Lv","raw_affiliation_strings":["School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou, China","School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, 310018, Hangzhou","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007475662","display_name":"Jia Wu","orcid":"https://orcid.org/0000-0002-1371-5801"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jia Wu","raw_affiliation_strings":["Department of Computing, Macquarie University, Sydney, Australia","Department of Computing, Macquarie University, Sydney"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Macquarie University, Sydney, Australia","institution_ids":["https://openalex.org/I99043593"]},{"raw_affiliation_string":"Department of Computing, Macquarie University, Sydney","institution_ids":["https://openalex.org/I99043593"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5103011510"],"corresponding_institution_ids":["https://openalex.org/I50760025"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":10.5,"has_fulltext":true,"cited_by_count":45,"citation_normalized_percentile":{"value":0.97757553,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"2019","issue":"1","first_page":null,"last_page":null},"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":0.9987000226974487,"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":0.9987000226974487,"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/T10298","display_name":"Urban Transport and Accessibility","score":0.9976000189781189,"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":0.986299991607666,"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":0.7601834535598755},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6973167061805725},{"id":"https://openalex.org/keywords/location-data","display_name":"Location data","score":0.41761380434036255},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3719661235809326},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.2155258059501648},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.1653963327407837}],"concepts":[{"id":"https://openalex.org/C2994001137","wikidata":"https://www.wikidata.org/wiki/Q1358919","display_name":"Bike sharing","level":2,"score":0.7601834535598755},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6973167061805725},{"id":"https://openalex.org/C2988186277","wikidata":"https://www.wikidata.org/wiki/Q5915793","display_name":"Location data","level":2,"score":0.41761380434036255},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3719661235809326},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.2155258059501648},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.1653963327407837},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1155/2019/7643905","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/7643905","pdf_url":"https://downloads.hindawi.com/journals/complexity/2019/7643905.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:hin:complx:7643905","is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/8503/2019/7643905.xml","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:5e254b72d1bf48d3b2a5aa72708c56df","is_oa":true,"landing_page_url":"https://doaj.org/article/5e254b72d1bf48d3b2a5aa72708c56df","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complexity, Vol 2019 (2019)","raw_type":"article"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/134763","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/134763","pdf_url":null,"source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1155/2019/7643905","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/7643905","pdf_url":"https://downloads.hindawi.com/journals/complexity/2019/7643905.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7030339282","display_name":null,"funder_award_id":"2018C04001","funder_id":"https://openalex.org/F4320338469","funder_display_name":"Science and Technology Program of Zhejiang Province"},{"id":"https://openalex.org/G7823400218","display_name":null,"funder_award_id":"61602141","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/F4320338469","display_name":"Science and Technology Program of Zhejiang Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2906731168.pdf","grobid_xml":"https://content.openalex.org/works/W2906731168.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W1485009520","https://openalex.org/W1521536236","https://openalex.org/W1522301498","https://openalex.org/W1796961934","https://openalex.org/W1972189565","https://openalex.org/W1979411729","https://openalex.org/W1982838671","https://openalex.org/W2051496781","https://openalex.org/W2061862411","https://openalex.org/W2062672519","https://openalex.org/W2064675550","https://openalex.org/W2075767181","https://openalex.org/W2101823987","https://openalex.org/W2111237817","https://openalex.org/W2112796928","https://openalex.org/W2115482638","https://openalex.org/W2126194848","https://openalex.org/W2131774270","https://openalex.org/W2132504805","https://openalex.org/W2135616346","https://openalex.org/W2145656012","https://openalex.org/W2153207204","https://openalex.org/W2155672688","https://openalex.org/W2169481698","https://openalex.org/W2297059404","https://openalex.org/W2528639018","https://openalex.org/W2574779741","https://openalex.org/W2618530766","https://openalex.org/W2624735749","https://openalex.org/W2742211145","https://openalex.org/W2796813311","https://openalex.org/W2810239374","https://openalex.org/W2963089930","https://openalex.org/W2963703618","https://openalex.org/W2963914175","https://openalex.org/W4238404964","https://openalex.org/W6631190155","https://openalex.org/W6732274465","https://openalex.org/W6743446608"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2954294845","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890"],"abstract_inverted_index":{"Bike\u2010sharing":[0],"is":[1,139,148,158],"a":[2,66,84,92,142,166,175,191,224],"new":[3,46],"low\u2010carbon":[4],"and":[5,60,75,141,186,190,219,240],"environment\u2010friendly":[6],"mode":[7],"of":[8,48,63,97,144,209,226,238],"public":[9],"transport":[10,49],"based":[11,128,150,214],"on":[12,129,151,215,228],"the":[13,18,115,137,163,172,180,184,187,197,201,207,210,216,221,246],"\u201csharing":[14],"economy\u201d.":[15],"Since":[16],"2017,":[17],"bike\u2010sharing":[19,231],"market":[20],"has":[21,50],"boomed":[22],"in":[23,72],"China\u2019s":[24],"major":[25,67],"cities.":[26],"Bikes":[27],"equipped":[28],"with":[29],"GPS":[30],"transmitters":[31],"are":[32],"docked":[33],"along":[34],"sidewalks":[35],"that":[36],"can":[37],"be":[38,80,96],"easily":[39],"accessed":[40],"through":[41],"smartphone":[42],"apps.":[43],"However,":[44],"this":[45,104],"form":[47],"also":[51],"led":[52],"to":[53,79,82,100,113,161],"problems,":[54],"such":[55],"as":[56],"illegal":[57],"parking,":[58],"vandalism,":[59],"theft,":[61],"each":[62,120],"which":[64],"presents":[65],"administrative":[68],"challenge.":[69],"Further,":[70],"imbalances":[71],"user":[73],"demand":[74],"bike":[76],"availability":[77],"need":[78],"overcome":[81],"ensure":[83],"convenient,":[85],"flexible":[86],"service":[87],"for":[88,119],"customers.":[89],"Hence,":[90],"predicting":[91],"cyclist\u2019s":[93],"destination":[94,118,125],"could":[95],"great":[98],"importance":[99],"shared\u2010bike":[101],"operators.":[102],"In":[103,200,223],"paper,":[105],"we":[106],"propose":[107],"an":[108,235],"innovative":[109],"deep":[110],"learning":[111],"model":[112],"predict":[114],"most":[116],"probable":[117],"user.":[121],"The":[122],"model,":[123],"called":[124],"prediction":[126],"network":[127,170,178,195],"spatiotemporal":[130],"data":[131,138,218],"(DPNst),":[132],"comprises":[133],"three":[134,211],"steps.":[135],"First,":[136],"preprocessed":[140],"pool":[143],"likely":[145],"candidate":[146,156,188],"destinations":[147],"generated":[149],"frequent":[152],"item":[153],"mining.":[154],"This":[155],"set":[157],"then":[159],"used":[160],"build":[162],"DPNst":[164,204,233],"model:":[165],"long":[167],"short\u2010term":[168],"memory":[169],"learns":[171,179,196],"user\u2019s":[173],"behavior;":[174],"convolutional":[176],"neural":[177,194,212],"spatial":[181],"relationships":[182],"between":[183],"origin":[185],"destinations;":[189],"fully":[192],"connected":[193],"external":[198],"features.":[199],"final":[202],"step,":[203],"dynamically":[205],"aggregates":[206],"output":[208],"networks":[213],"given":[217],"generates":[220],"predictions.":[222],"series":[225],"experiments":[227],"real\u2010world":[229],"stationless":[230],"data,":[232],"returned":[234],"F1":[236],"score":[237],"42.71%":[239],"demonstrated":[241],"better":[242],"performance":[243],"overall":[244],"than":[245],"compared":[247],"baselines.":[248]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":15},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":2}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}