{"id":"https://openalex.org/W4379647181","doi":"https://doi.org/10.5194/agile-giss-4-39-2023","title":"Modeling the choice of shared micro-mobility services using XGBoost machine learning algorithm","display_name":"Modeling the choice of shared micro-mobility services using XGBoost machine learning algorithm","publication_year":2023,"publication_date":"2023-06-06","ids":{"openalex":"https://openalex.org/W4379647181","doi":"https://doi.org/10.5194/agile-giss-4-39-2023"},"language":"en","primary_location":{"id":"doi:10.5194/agile-giss-4-39-2023","is_oa":true,"landing_page_url":"http://dx.doi.org/10.5194/agile-giss-4-39-2023","pdf_url":"https://agile-giss.copernicus.org/articles/4/39/2023/agile-giss-4-39-2023.pdf","source":{"id":"https://openalex.org/S4210203054","display_name":"AGILE GIScience Series","issn_l":"2700-8150","issn":["2700-8150"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AGILE: GIScience Series","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://agile-giss.copernicus.org/articles/4/39/2023/agile-giss-4-39-2023.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076419185","display_name":"Qilin Ren","orcid":"https://orcid.org/0000-0003-2721-428X"},"institutions":[{"id":"https://openalex.org/I187531555","display_name":"Lund University","ror":"https://ror.org/012a77v79","country_code":"SE","type":"education","lineage":["https://openalex.org/I187531555"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Qilin Ren","raw_affiliation_strings":["Department of Physical Geography and Ecosystem Science, Lund University, Lund, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physical Geography and Ecosystem Science, Lund University, Lund, Sweden","institution_ids":["https://openalex.org/I187531555"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010614508","display_name":"Pengxiang Zhao","orcid":"https://orcid.org/0000-0002-5279-9331"},"institutions":[{"id":"https://openalex.org/I187531555","display_name":"Lund University","ror":"https://ror.org/012a77v79","country_code":"SE","type":"education","lineage":["https://openalex.org/I187531555"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Pengxiang Zhao","raw_affiliation_strings":["Department of Physical Geography and Ecosystem Science, Lund University, Lund, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physical Geography and Ecosystem Science, Lund University, Lund, Sweden","institution_ids":["https://openalex.org/I187531555"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039105124","display_name":"Ali Mansourian","orcid":"https://orcid.org/0000-0001-6812-4307"},"institutions":[{"id":"https://openalex.org/I187531555","display_name":"Lund University","ror":"https://ror.org/012a77v79","country_code":"SE","type":"education","lineage":["https://openalex.org/I187531555"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Ali Mansourian","raw_affiliation_strings":["Department of Physical Geography and Ecosystem Science, Lund University, Lund, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physical Geography and Ecosystem Science, Lund University, Lund, Sweden","institution_ids":["https://openalex.org/I187531555"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.361,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.72235905,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"4","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10298","display_name":"Urban Transport and Accessibility","score":0.9993000030517578,"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":0.9993000030517578,"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/T11942","display_name":"Transportation and Mobility Innovations","score":0.9991000294685364,"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"}},{"id":"https://openalex.org/T12546","display_name":"Smart Parking Systems Research","score":0.9966999888420105,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/pace","display_name":"Pace","score":0.8066694736480713},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6299933791160583},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6297361254692078},{"id":"https://openalex.org/keywords/mobility-model","display_name":"Mobility model","score":0.5306887626647949},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5291650295257568},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48599323630332947},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4338870644569397},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.33788615465164185},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.32594993710517883},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.20574232935905457},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1462598443031311},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.12396401166915894}],"concepts":[{"id":"https://openalex.org/C2777526511","wikidata":"https://www.wikidata.org/wiki/Q691543","display_name":"Pace","level":2,"score":0.8066694736480713},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6299933791160583},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6297361254692078},{"id":"https://openalex.org/C191485582","wikidata":"https://www.wikidata.org/wiki/Q6887309","display_name":"Mobility model","level":2,"score":0.5306887626647949},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5291650295257568},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48599323630332947},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4338870644569397},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.33788615465164185},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.32594993710517883},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.20574232935905457},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1462598443031311},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.12396401166915894},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5194/agile-giss-4-39-2023","is_oa":true,"landing_page_url":"http://dx.doi.org/10.5194/agile-giss-4-39-2023","pdf_url":"https://agile-giss.copernicus.org/articles/4/39/2023/agile-giss-4-39-2023.pdf","source":{"id":"https://openalex.org/S4210203054","display_name":"AGILE GIScience Series","issn_l":"2700-8150","issn":["2700-8150"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AGILE: GIScience Series","raw_type":"journal-article"},{"id":"pmh:oai:lup.lub.lu.se:3d069808-bafa-4945-8b3b-2da3bf082f67","is_oa":false,"landing_page_url":"https://lup.lub.lu.se/record/3d069808-bafa-4945-8b3b-2da3bf082f67","pdf_url":null,"source":{"id":"https://openalex.org/S4306400536","display_name":"Lund University Publications (Lund University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I187531555","host_organization_name":"Lund University","host_organization_lineage":["https://openalex.org/I187531555"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"AGILE GIScience Ser; 4(4) (2023)","raw_type":"text"}],"best_oa_location":{"id":"doi:10.5194/agile-giss-4-39-2023","is_oa":true,"landing_page_url":"http://dx.doi.org/10.5194/agile-giss-4-39-2023","pdf_url":"https://agile-giss.copernicus.org/articles/4/39/2023/agile-giss-4-39-2023.pdf","source":{"id":"https://openalex.org/S4210203054","display_name":"AGILE GIScience Series","issn_l":"2700-8150","issn":["2700-8150"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AGILE: GIScience Series","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.7599999904632568,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4379647181.pdf"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W1678356000","https://openalex.org/W1972916106","https://openalex.org/W2102636708","https://openalex.org/W2295598076","https://openalex.org/W2610803673","https://openalex.org/W2792145184","https://openalex.org/W2888307884","https://openalex.org/W2889960786","https://openalex.org/W2910705748","https://openalex.org/W2921422022","https://openalex.org/W2945349807","https://openalex.org/W2980806123","https://openalex.org/W2988986279","https://openalex.org/W3006958671","https://openalex.org/W3015302409","https://openalex.org/W3041053832","https://openalex.org/W3043444645","https://openalex.org/W3080103378","https://openalex.org/W3099655699","https://openalex.org/W3123777455","https://openalex.org/W3127887657","https://openalex.org/W3134250586","https://openalex.org/W3139217881","https://openalex.org/W3161248145","https://openalex.org/W3174527015","https://openalex.org/W3196144813","https://openalex.org/W3213347219","https://openalex.org/W4214547163","https://openalex.org/W4220885857","https://openalex.org/W4281865162","https://openalex.org/W4292994023","https://openalex.org/W4311529875","https://openalex.org/W6607311024"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W2360696711","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W4286629047","https://openalex.org/W4306321456","https://openalex.org/W4285260836","https://openalex.org/W3046775127","https://openalex.org/W3170094116","https://openalex.org/W4205958290"],"abstract_inverted_index":{"Abstract.":[0],"In":[1,60],"recent":[2],"years,":[3],"shared":[4,36,77,142],"micro-mobility":[5,37,78,143],"services":[6,38,144],"(e.g.,":[7],"bikes,":[8],"e-bikes,":[9],"and":[10,27,44,85,118,136],"e-scooters)":[11],"have":[12],"been":[13,50],"popularized":[14],"at":[15],"a":[16],"rapid":[17],"pace":[18],"worldwide,":[19],"which":[20],"provide":[21],"more":[22],"choices":[23],"for":[24,41,133],"people\u2019s":[25],"short":[26],"medium-distance":[28],"travel.":[29],"Accurately":[30],"modeling":[31,53],"the":[32,65,68,73,99,107,127,141],"choice":[33],"of":[34,67,76,96],"these":[35],"is":[39,103,111],"important":[40],"their":[42,54],"regulation":[43],"management.":[45],"However,":[46],"little":[47],"attention":[48],"has":[49],"paid":[51],"to":[52,71,105,138],"choice,":[55],"especially":[56],"with":[57],"machine":[58],"learning.":[59],"this":[61],"paper,":[62],"we":[63],"explore":[64],"potential":[66],"XGBoost":[69],"model":[70,72,92,108],"three":[74],"types":[75],"services,":[79],"including":[80],"docked":[81,83],"bike,":[82],"e-bike,":[84],"dockless":[86],"e-scooter,":[87],"in":[88,120,126],"Zurich,":[89],"Switzerland.":[90],"The":[91,129],"achieves":[93],"an":[94],"accuracy":[95],"72.6%.":[97],"Moreover,":[98],"permutation":[100],"feature":[101,124],"importance":[102,125],"implemented":[104],"interpret":[106],"prediction.":[109,128],"It":[110],"found":[112],"that":[113],"trip":[114,116],"duration,":[115],"distance,":[117],"difference":[119],"elevation":[121],"present":[122],"higher":[123],"findings":[130],"are":[131],"beneficial":[132],"urban":[134,147],"planners":[135],"operators":[137],"further":[139],"improve":[140],"toward":[145],"sustainable":[146],"mobility.":[148]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2023-06-08T00:00:00"}
