{"id":"https://openalex.org/W2997969180","doi":"https://doi.org/10.1109/tits.2019.2961170","title":"Recommendation for Ridesharing Groups Through Destination Prediction on Trajectory Data","display_name":"Recommendation for Ridesharing Groups Through Destination Prediction on Trajectory Data","publication_year":2019,"publication_date":"2019-12-27","ids":{"openalex":"https://openalex.org/W2997969180","doi":"https://doi.org/10.1109/tits.2019.2961170","mag":"2997969180"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2019.2961170","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tits.2019.2961170","pdf_url":"https://ieeexplore.ieee.org/ielx7/6979/9345541/08944004.pdf","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,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Intelligent Transportation Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/6979/9345541/08944004.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064826355","display_name":"Lei Tang","orcid":"https://orcid.org/0000-0001-5465-610X"},"institutions":[{"id":"https://openalex.org/I25355098","display_name":"Chang'an University","ror":"https://ror.org/05mxya461","country_code":"CN","type":"education","lineage":["https://openalex.org/I25355098"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Tang","raw_affiliation_strings":["School of Information Engineering, Chang\u2019an University, Xi\u2019an, China","School of Information Engineering, Chang'an University, Xi'an, China"],"raw_orcid":"https://orcid.org/0000-0001-5465-610X","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Chang\u2019an University, Xi\u2019an, China","institution_ids":["https://openalex.org/I25355098"]},{"raw_affiliation_string":"School of Information Engineering, Chang'an University, Xi'an, China","institution_ids":["https://openalex.org/I25355098"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058411526","display_name":"Zongtao Duan","orcid":"https://orcid.org/0000-0002-9920-7751"},"institutions":[{"id":"https://openalex.org/I25355098","display_name":"Chang'an University","ror":"https://ror.org/05mxya461","country_code":"CN","type":"education","lineage":["https://openalex.org/I25355098"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongtao Duan","raw_affiliation_strings":["School of Information Engineering, Chang\u2019an University, Xi\u2019an, China","School of Information Engineering, Chang'an University, Xi'an, China"],"raw_orcid":"https://orcid.org/0000-0002-9920-7751","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Chang\u2019an University, Xi\u2019an, China","institution_ids":["https://openalex.org/I25355098"]},{"raw_affiliation_string":"School of Information Engineering, Chang'an University, Xi'an, China","institution_ids":["https://openalex.org/I25355098"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065673292","display_name":"Yishui Zhu","orcid":"https://orcid.org/0000-0002-9431-8620"},"institutions":[{"id":"https://openalex.org/I25355098","display_name":"Chang'an University","ror":"https://ror.org/05mxya461","country_code":"CN","type":"education","lineage":["https://openalex.org/I25355098"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yishui Zhu","raw_affiliation_strings":["School of Information Engineering, Chang\u2019an University, Xi\u2019an, China","School of Information Engineering, Chang'an University, Xi'an, China"],"raw_orcid":"https://orcid.org/0000-0002-9431-8620","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Chang\u2019an University, Xi\u2019an, China","institution_ids":["https://openalex.org/I25355098"]},{"raw_affiliation_string":"School of Information Engineering, Chang'an University, Xi'an, China","institution_ids":["https://openalex.org/I25355098"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061851631","display_name":"Junchi Ma","orcid":"https://orcid.org/0000-0001-6944-7511"},"institutions":[{"id":"https://openalex.org/I25355098","display_name":"Chang'an University","ror":"https://ror.org/05mxya461","country_code":"CN","type":"education","lineage":["https://openalex.org/I25355098"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junchi Ma","raw_affiliation_strings":["School of Information Engineering, Chang\u2019an University, Xi\u2019an, China","School of Information Engineering, Chang'an University, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Chang\u2019an University, Xi\u2019an, China","institution_ids":["https://openalex.org/I25355098"]},{"raw_affiliation_string":"School of Information Engineering, Chang'an University, Xi'an, China","institution_ids":["https://openalex.org/I25355098"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089115565","display_name":"Zihang Liu","orcid":"https://orcid.org/0000-0002-2040-1632"},"institutions":[{"id":"https://openalex.org/I25355098","display_name":"Chang'an University","ror":"https://ror.org/05mxya461","country_code":"CN","type":"education","lineage":["https://openalex.org/I25355098"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zihang Liu","raw_affiliation_strings":["School of Information Engineering, Chang\u2019an University, Xi\u2019an, China","School of Information Engineering, Chang'an University, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Chang\u2019an University, Xi\u2019an, China","institution_ids":["https://openalex.org/I25355098"]},{"raw_affiliation_string":"School of Information Engineering, Chang'an University, Xi'an, China","institution_ids":["https://openalex.org/I25355098"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I25355098"],"apc_list":null,"apc_paid":null,"fwci":0.9871,"has_fulltext":true,"cited_by_count":22,"citation_normalized_percentile":{"value":0.78848261,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"22","issue":"2","first_page":"1320","last_page":"1333"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11942","display_name":"Transportation and Mobility Innovations","score":0.9998000264167786,"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":0.9998000264167786,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","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/T10698","display_name":"Transportation Planning and Optimization","score":0.9947999715805054,"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/matching","display_name":"Matching (statistics)","score":0.7705196142196655},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6723184585571289},{"id":"https://openalex.org/keywords/global-positioning-system","display_name":"Global Positioning System","score":0.6705164313316345},{"id":"https://openalex.org/keywords/trajectory","display_name":"Trajectory","score":0.6150839924812317},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6008071899414062},{"id":"https://openalex.org/keywords/map-matching","display_name":"Map matching","score":0.5589693784713745},{"id":"https://openalex.org/keywords/destinations","display_name":"Destinations","score":0.5479228496551514},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4426423907279968},{"id":"https://openalex.org/keywords/blossom-algorithm","display_name":"Blossom algorithm","score":0.4393683969974518},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.42571574449539185},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.3787267506122589},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.24400341510772705},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2089395821094513},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.14523404836654663},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1398387849330902},{"id":"https://openalex.org/keywords/tourism","display_name":"Tourism","score":0.12464156746864319},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.11150205135345459}],"concepts":[{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.7705196142196655},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6723184585571289},{"id":"https://openalex.org/C60229501","wikidata":"https://www.wikidata.org/wiki/Q18822","display_name":"Global Positioning System","level":2,"score":0.6705164313316345},{"id":"https://openalex.org/C13662910","wikidata":"https://www.wikidata.org/wiki/Q193139","display_name":"Trajectory","level":2,"score":0.6150839924812317},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6008071899414062},{"id":"https://openalex.org/C2778559875","wikidata":"https://www.wikidata.org/wiki/Q1892023","display_name":"Map matching","level":3,"score":0.5589693784713745},{"id":"https://openalex.org/C2776687071","wikidata":"https://www.wikidata.org/wiki/Q5265193","display_name":"Destinations","level":3,"score":0.5479228496551514},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4426423907279968},{"id":"https://openalex.org/C61455927","wikidata":"https://www.wikidata.org/wiki/Q1030529","display_name":"Blossom algorithm","level":3,"score":0.4393683969974518},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.42571574449539185},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.3787267506122589},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.24400341510772705},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2089395821094513},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.14523404836654663},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1398387849330902},{"id":"https://openalex.org/C18918823","wikidata":"https://www.wikidata.org/wiki/Q49389","display_name":"Tourism","level":2,"score":0.12464156746864319},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.11150205135345459},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tits.2019.2961170","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tits.2019.2961170","pdf_url":"https://ieeexplore.ieee.org/ielx7/6979/9345541/08944004.pdf","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,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Intelligent Transportation Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1109/tits.2019.2961170","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tits.2019.2961170","pdf_url":"https://ieeexplore.ieee.org/ielx7/6979/9345541/08944004.pdf","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,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Intelligent Transportation Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2997969180.pdf","grobid_xml":"https://content.openalex.org/works/W2997969180.grobid-xml"},"referenced_works_count":55,"referenced_works":["https://openalex.org/W617147765","https://openalex.org/W1573503982","https://openalex.org/W1757045719","https://openalex.org/W1785837166","https://openalex.org/W1963521983","https://openalex.org/W1997458143","https://openalex.org/W2002533789","https://openalex.org/W2005650084","https://openalex.org/W2012084072","https://openalex.org/W2029550988","https://openalex.org/W2038689354","https://openalex.org/W2039423859","https://openalex.org/W2045230780","https://openalex.org/W2049896260","https://openalex.org/W2054910456","https://openalex.org/W2060334710","https://openalex.org/W2062429840","https://openalex.org/W2072867274","https://openalex.org/W2073992193","https://openalex.org/W2080567541","https://openalex.org/W2081580037","https://openalex.org/W2143040511","https://openalex.org/W2147694185","https://openalex.org/W2163599294","https://openalex.org/W2179770505","https://openalex.org/W2286278699","https://openalex.org/W2310813411","https://openalex.org/W2317541685","https://openalex.org/W2324838917","https://openalex.org/W2325011168","https://openalex.org/W2346577885","https://openalex.org/W2472323202","https://openalex.org/W2521747214","https://openalex.org/W2521813772","https://openalex.org/W2559919778","https://openalex.org/W2563879521","https://openalex.org/W2596766982","https://openalex.org/W2608945549","https://openalex.org/W2726526348","https://openalex.org/W2742211145","https://openalex.org/W2743260918","https://openalex.org/W2769480762","https://openalex.org/W2774397528","https://openalex.org/W2779534450","https://openalex.org/W2795257723","https://openalex.org/W2888968288","https://openalex.org/W2895737485","https://openalex.org/W2902389162","https://openalex.org/W2930969457","https://openalex.org/W3023047096","https://openalex.org/W6619317476","https://openalex.org/W6634216808","https://openalex.org/W6682094280","https://openalex.org/W6720398448","https://openalex.org/W6726956499"],"related_works":["https://openalex.org/W2370431274","https://openalex.org/W2365714035","https://openalex.org/W4381195571","https://openalex.org/W3010912586","https://openalex.org/W2187159411","https://openalex.org/W2072233801","https://openalex.org/W2385361142","https://openalex.org/W2045922748","https://openalex.org/W2355368494","https://openalex.org/W2369446480"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"aim":[4],"to":[5,51,115,152,185,196],"provide":[6],"an":[7],"optimal":[8,84],"passenger":[9,86,94],"matching":[10,29,119,148,179],"solution":[11],"by":[12,63,129],"recommending":[13],"ridesharing":[14,56,118,236],"groups":[15],"of":[16,45,68,104,109,132,166,191,222,228],"passengers":[17,105,223],"from":[18,158,194],"GPS":[19,124],"trajectories.":[20],"Existing":[21],"algorithms":[22],"for":[23,85],"rider":[24],"grouping":[25],"usually":[26,74],"rely":[27],"on":[28,204],"pre-selected":[30],"origin-destination":[31],"coordinates.":[32],"Unfortunately,":[33],"the":[34,37,46,55,59,66,107,117,154,159,164,167,173,178,186,235],"semantics":[35],"in":[36,53,77,96,189],"spatial":[38],"layout":[39],"(e.g.,":[40],"social":[41,138],"interactions":[42],"and":[43,106,137,162],"properties":[44],"locations)":[47],"are":[48,73,82],"ignored,":[49],"leading":[50],"inaccuracies":[52],"discovering":[54],"groups.":[57],"Meanwhile,":[58],"destinations":[60],"manually":[61],"entered":[62],"users":[64],"impact":[65],"accuracy":[67,192],"matching,":[69],"as":[70,177,208],"these":[71],"addresses":[72],"not":[75,83],"available":[76],"a":[78,93,97,102,130,143,146,220],"road":[79],"network":[80],"or":[81],"pickup.":[87],"This":[88],"is":[89,114,183],"particularly":[90],"true":[91],"when":[92],"travels":[95],"less":[98],"familiar":[99],"place.":[100],"Given":[101],"set":[103],"distribution":[108],"their":[110],"destination,":[111],"our":[112,217],"approach":[113,182],"compute":[116],"between":[120],"passengers.":[121],"The":[122],"raw":[123],"trajectories":[125],"can":[126],"be":[127,239],"characterized":[128],"combination":[131],"time":[133,176],"constraints,":[134],"traffic":[135],"environments,":[136],"activities.":[139],"We":[140,198,213],"first":[141],"developed":[142],"PrefixSpan-prediction":[144],"using":[145,216],"partial":[147],"(P-PPM)":[149],"destination-prediction":[150],"algorithm":[151],"mine":[153],"frequent":[155],"movement":[156,168],"patterns":[157],"trajectory":[160],"data":[161],"determine":[163],"confidence":[165],"rules.":[169],"Our":[170,181],"method":[171],"uses":[172],"total":[174,229],"travel":[175,211,230],"objective.":[180],"superior":[184],"baseline":[187],"methods":[188],"terms":[190],"(increased":[193],"46%":[195],"80%).":[197],"have":[199],"also":[200],"achieved":[201],"significant":[202],"improvements":[203],"other":[205],"metrics,":[206],"such":[207],"users'":[209],"saved":[210],"distance.":[212],"demonstrated":[214],"that":[215,234],"proposed":[218],"method,":[219],"group":[221],"could":[224,238],"save":[225],"over":[226],"19%":[227],"miles,":[231],"which":[232],"shows":[233],"scheme":[237],"effective.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}