{"id":"https://openalex.org/W2988958657","doi":"https://doi.org/10.1145/3357384.3357869","title":"Recommendation-based Team Formation for On-demand Taxi-calling Platforms","display_name":"Recommendation-based Team Formation for On-demand Taxi-calling Platforms","publication_year":2019,"publication_date":"2019-11-03","ids":{"openalex":"https://openalex.org/W2988958657","doi":"https://doi.org/10.1145/3357384.3357869","mag":"2988958657"},"language":"en","primary_location":{"id":"doi:10.1145/3357384.3357869","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3357384.3357869","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ink.library.smu.edu.sg/sis_research/4728","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100758901","display_name":"Lingyu Zhang","orcid":"https://orcid.org/0000-0002-4297-903X"},"institutions":[{"id":"https://openalex.org/I4401726870","display_name":"Didi Chuxing (China)","ror":"https://ror.org/02ksqcf75","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726870"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingyu Zhang","raw_affiliation_strings":["Didi Chuxing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Didi Chuxing, Beijing, China","institution_ids":["https://openalex.org/I4401726870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103226075","display_name":"Tianshu Song","orcid":"https://orcid.org/0000-0001-9047-3925"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianshu Song","raw_affiliation_strings":["Beihang University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051874566","display_name":"Yongxin Tong","orcid":"https://orcid.org/0000-0002-5598-0312"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongxin Tong","raw_affiliation_strings":["Beihang University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011140675","display_name":"Zimu Zhou","orcid":"https://orcid.org/0000-0002-5457-6967"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Zimu Zhou","raw_affiliation_strings":["ETH Zurich, Zurich, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100380655","display_name":"Dan Li","orcid":"https://orcid.org/0000-0001-5904-871X"},"institutions":[{"id":"https://openalex.org/I4401726870","display_name":"Didi Chuxing (China)","ror":"https://ror.org/02ksqcf75","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726870"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dan Li","raw_affiliation_strings":["Didi Chuxing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Didi Chuxing, Beijing, China","institution_ids":["https://openalex.org/I4401726870"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wei Ai","orcid":null},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wei Ai","raw_affiliation_strings":["University of Michigan, Ann Arbor, MI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Michigan, Ann Arbor, MI, USA","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100431543","display_name":"Lulu Zhang","orcid":"https://orcid.org/0000-0001-7672-6105"},"institutions":[{"id":"https://openalex.org/I4401726870","display_name":"Didi Chuxing (China)","ror":"https://ror.org/02ksqcf75","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726870"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lulu Zhang","raw_affiliation_strings":["Didi Chuxing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Didi Chuxing, Beijing, China","institution_ids":["https://openalex.org/I4401726870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101658440","display_name":"Guobin Wu","orcid":"https://orcid.org/0009-0003-9510-2279"},"institutions":[{"id":"https://openalex.org/I4401726870","display_name":"Didi Chuxing (China)","ror":"https://ror.org/02ksqcf75","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726870"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guobin Wu","raw_affiliation_strings":["Didi Chuxing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Didi Chuxing, Beijing, China","institution_ids":["https://openalex.org/I4401726870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100351175","display_name":"Yan Liu","orcid":"https://orcid.org/0000-0003-4242-4840"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yan Liu","raw_affiliation_strings":["University of Southern California, Los Angeles, SC, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, SC, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010419481","display_name":"Jieping Ye","orcid":"https://orcid.org/0000-0001-8662-5818"},"institutions":[{"id":"https://openalex.org/I4401726870","display_name":"Didi Chuxing (China)","ror":"https://ror.org/02ksqcf75","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726870"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jieping Ye","raw_affiliation_strings":["Didi Chuxing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Didi Chuxing, Beijing, China","institution_ids":["https://openalex.org/I4401726870"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"59","last_page":"68"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11942","display_name":"Transportation and Mobility Innovations","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11942","display_name":"Transportation and Mobility Innovations","score":0.9998999834060669,"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/T12392","display_name":"Sharing Economy and Platforms","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10698","display_name":"Transportation Planning and Optimization","score":0.9966999888420105,"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/incentive","display_name":"Incentive","score":0.785098671913147},{"id":"https://openalex.org/keywords/trace","display_name":"TRACE (psycholinguistics)","score":0.7220644950866699},{"id":"https://openalex.org/keywords/competition","display_name":"Competition (biology)","score":0.6585521697998047},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6261404752731323},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.5384912490844727},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5331202149391174},{"id":"https://openalex.org/keywords/greedy-algorithm","display_name":"Greedy algorithm","score":0.5242307782173157},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.4709290862083435},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.4559727907180786},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.42484769225120544},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.310580849647522},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.2247268259525299},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.21048107743263245},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1731848418712616},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15829935669898987},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.14334607124328613}],"concepts":[{"id":"https://openalex.org/C29122968","wikidata":"https://www.wikidata.org/wiki/Q1414816","display_name":"Incentive","level":2,"score":0.785098671913147},{"id":"https://openalex.org/C75291252","wikidata":"https://www.wikidata.org/wiki/Q1315756","display_name":"TRACE (psycholinguistics)","level":2,"score":0.7220644950866699},{"id":"https://openalex.org/C91306197","wikidata":"https://www.wikidata.org/wiki/Q45767","display_name":"Competition (biology)","level":2,"score":0.6585521697998047},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6261404752731323},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.5384912490844727},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5331202149391174},{"id":"https://openalex.org/C51823790","wikidata":"https://www.wikidata.org/wiki/Q504353","display_name":"Greedy algorithm","level":2,"score":0.5242307782173157},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.4709290862083435},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4559727907180786},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.42484769225120544},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.310580849647522},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.2247268259525299},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.21048107743263245},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1731848418712616},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15829935669898987},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.14334607124328613},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","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:10.1145/3357384.3357869","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3357384.3357869","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"},{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-5731","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/sis_research/4728","pdf_url":null,"source":{"id":"https://openalex.org/S4306401925","display_name":"Singapore Management University Institutional Knowledge (InK) (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1145/3357384.3357869","raw_type":"Conference Proceeding Article"}],"best_oa_location":{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-5731","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/sis_research/4728","pdf_url":null,"source":{"id":"https://openalex.org/S4306401925","display_name":"Singapore Management University Institutional Knowledge (InK) (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1145/3357384.3357869","raw_type":"Conference Proceeding Article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W100936670","https://openalex.org/W153250912","https://openalex.org/W1530276735","https://openalex.org/W1552137696","https://openalex.org/W1912171728","https://openalex.org/W1966743391","https://openalex.org/W1966923282","https://openalex.org/W2025605741","https://openalex.org/W2060133495","https://openalex.org/W2078464983","https://openalex.org/W2113273124","https://openalex.org/W2122410182","https://openalex.org/W2126105956","https://openalex.org/W2139257893","https://openalex.org/W2145604831","https://openalex.org/W2150305631","https://openalex.org/W2322240213","https://openalex.org/W2401610261","https://openalex.org/W2505012246","https://openalex.org/W2565876451","https://openalex.org/W2575614814","https://openalex.org/W2623293810","https://openalex.org/W2738182482","https://openalex.org/W2798728990","https://openalex.org/W2803846618","https://openalex.org/W2914275007","https://openalex.org/W2948246143","https://openalex.org/W2951336360","https://openalex.org/W2953238822","https://openalex.org/W3015533316","https://openalex.org/W3124706381","https://openalex.org/W4255529553"],"related_works":["https://openalex.org/W4387497383","https://openalex.org/W3183948672","https://openalex.org/W3173606202","https://openalex.org/W3110381201","https://openalex.org/W2948807893","https://openalex.org/W2935909890","https://openalex.org/W2778153218","https://openalex.org/W2758277628","https://openalex.org/W1531601525","https://openalex.org/W4390273403"],"abstract_inverted_index":{"On-demand":[0],"taxi-calling":[1,164],"platforms":[2],"often":[3],"ignore":[4],"the":[5,17,25,54,65,81,111,123,136,175,193,202],"social":[6,14],"engagement":[7],"of":[8,13,20,27,45,83,126,138,209],"individual":[9],"drivers.":[10,84],"The":[11,85],"lack":[12],"incentives":[15,59],"impairs":[16],"work":[18],"enthusiasms":[19],"drivers":[21,38,155,194],"and":[22,48,95,128,156,183,189,192,198,212],"will":[23],"affect":[24],"quality":[26],"service.":[28],"In":[29],"this":[30],"paper,":[31],"we":[32,114],"propose":[33],"to":[34,39,71,134,181],"form":[35,72,196],"teams":[36,75,140,185,197],"among":[37,97],"promote":[40],"participation.":[41],"A":[42],"team":[43],"consists":[44],"a":[46,116,131,142,161],"leader":[47],"multiple":[49],"members,":[50],"which":[51],"acts":[52],"as":[53,61,73,76],"basis":[55],"for":[56,80,166],"various":[57],"group-based":[58],"such":[60],"competition.":[62],"We":[63,145],"define":[64],"Recommendation-based":[66],"Team":[67],"Formation":[68],"(RTF)":[69],"problem":[70,87],"many":[74],"possible":[77],"while":[78],"accounting":[79],"choices":[82],"RTF":[86,112],"is":[88],"challenging.":[89],"It":[90,120],"needs":[91],"both":[92],"accurate":[93],"recommendation":[94,132],"coordination":[96],"recommendations,":[98],"since":[99],"each":[100],"driver":[101],"can":[102],"be":[103],"in":[104,186,201],"at":[105],"most":[106],"one":[107],"team.":[108],"To":[109],"solve":[110],"problem,":[113],"devise":[115],"Recommendation-Matrix-Based":[117],"Framework":[118],"(RMBF).":[119],"first":[121],"estimates":[122],"acceptance":[124],"probability":[125],"recommendations":[127],"then":[129],"derives":[130],"matrix":[133],"maximize":[135],"number":[137,208],"formed":[139],"from":[141],"global":[143],"view.":[144],"conduct":[146],"trace-driven":[147,187],"simulations":[148,188],"using":[149],"real":[150],"data":[151],"covering":[152],"over":[153],"64,000":[154],"deploy":[157],"our":[158],"solution":[159],"on":[160],"large":[162],"on-demand":[163],"platform":[165],"online":[167,190],"evaluations.":[168],"Experimental":[169],"results":[170],"show":[171],"that":[172],"RMBF":[173],"outperforms":[174],"greedy-based":[176],"strategy":[177],"by":[178],"forming":[179],"up":[180],"20%":[182],"12.4%":[184],"evaluations,":[191],"who":[195],"are":[199],"involved":[200],"competition":[203],"have":[204],"more":[205],"service":[206],"time,":[207],"finished":[210],"orders":[211],"income.":[213]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
