{"id":"https://openalex.org/W4409494261","doi":"https://doi.org/10.1109/tcss.2025.3556397","title":"LLM-Driven Cognitive Modeling for Personalized Travel Generation","display_name":"LLM-Driven Cognitive Modeling for Personalized Travel Generation","publication_year":2025,"publication_date":"2025-04-16","ids":{"openalex":"https://openalex.org/W4409494261","doi":"https://doi.org/10.1109/tcss.2025.3556397"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2025.3556397","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2025.3556397","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-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/A5108562153","display_name":"Shichao Ge","orcid":"https://orcid.org/0000-0002-1289-0464"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shichao Ge","raw_affiliation_strings":["School of Automation and Intelligence, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-1289-0464","affiliations":[{"raw_affiliation_string":"School of Automation and Intelligence, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025706580","display_name":"Peijun Ye","orcid":"https://orcid.org/0000-0001-9987-9016"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peijun Ye","raw_affiliation_strings":["State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","State Key Laboratory of Multimodal Artificial Intelligence Systems, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9987-9016","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I19820366"]},{"raw_affiliation_string":"State Key Laboratory of Multimodal Artificial Intelligence Systems, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050285051","display_name":"Renrui Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Renrui Zhang","raw_affiliation_strings":["School of Automation and Intelligence, Beijing Jiaotong University, Beijing, China","State Key Laboratory of Multimodal Artificial Intelligence Systems, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0009-5414-7087","affiliations":[{"raw_affiliation_string":"School of Automation and Intelligence, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"State Key Laboratory of Multimodal Artificial Intelligence Systems, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090290928","display_name":"Min Zhou","orcid":"https://orcid.org/0000-0002-9286-1726"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Zhou","raw_affiliation_strings":["School of Automation and Intelligence, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9286-1726","affiliations":[{"raw_affiliation_string":"School of Automation and Intelligence, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102996491","display_name":"Hairong Dong","orcid":"https://orcid.org/0000-0003-4369-3401"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hairong Dong","raw_affiliation_strings":["School of Automation and Intelligence, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-4369-3401","affiliations":[{"raw_affiliation_string":"School of Automation and Intelligence, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113600509","display_name":"Fei\u2013Yue Wang","orcid":"https://orcid.org/0000-0001-9185-3989"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei-Yue Wang","raw_affiliation_strings":["State Key Laboratory for Management and Control of Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","State Key Laboratory for Management, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9185-3989","affiliations":[{"raw_affiliation_string":"State Key Laboratory for Management and Control of Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I19820366"]},{"raw_affiliation_string":"State Key Laboratory for Management, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":11.7316,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.98957151,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"12","issue":"5","first_page":"3455","last_page":"3464"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9666000008583069,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9666000008583069,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.9372000098228455,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12031","display_name":"Speech and dialogue systems","score":0.9294000267982483,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5525180101394653},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5040037035942078},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3364292085170746},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2044600546360016},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.1787305474281311}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5525180101394653},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5040037035942078},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3364292085170746},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2044600546360016},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.1787305474281311}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2025.3556397","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2025.3556397","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G624109433","display_name":null,"funder_award_id":"T2192933","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6387635005","display_name":null,"funder_award_id":"62476270","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":66,"referenced_works":["https://openalex.org/W143240191","https://openalex.org/W805646696","https://openalex.org/W1483248735","https://openalex.org/W1551815965","https://openalex.org/W1925746542","https://openalex.org/W1971084581","https://openalex.org/W1973500944","https://openalex.org/W1975452403","https://openalex.org/W2004018178","https://openalex.org/W2025276760","https://openalex.org/W2050547478","https://openalex.org/W2053179891","https://openalex.org/W2064701353","https://openalex.org/W2074763464","https://openalex.org/W2088684677","https://openalex.org/W2090059486","https://openalex.org/W2101555045","https://openalex.org/W2128848435","https://openalex.org/W2133747588","https://openalex.org/W2140051110","https://openalex.org/W2158003279","https://openalex.org/W2158786761","https://openalex.org/W2165268686","https://openalex.org/W2181146602","https://openalex.org/W2256492139","https://openalex.org/W2314472523","https://openalex.org/W2615590111","https://openalex.org/W2615612532","https://openalex.org/W2737745162","https://openalex.org/W2756936901","https://openalex.org/W2777363140","https://openalex.org/W2783478760","https://openalex.org/W2791398162","https://openalex.org/W2792256921","https://openalex.org/W2801209388","https://openalex.org/W2892018721","https://openalex.org/W2904131654","https://openalex.org/W2904616863","https://openalex.org/W2933651732","https://openalex.org/W2943108468","https://openalex.org/W2953151079","https://openalex.org/W2972088616","https://openalex.org/W2999265262","https://openalex.org/W3003248421","https://openalex.org/W3030946377","https://openalex.org/W3094007754","https://openalex.org/W3118716606","https://openalex.org/W3125376441","https://openalex.org/W3140063417","https://openalex.org/W3177968589","https://openalex.org/W4232929002","https://openalex.org/W4252569063","https://openalex.org/W4289886757","https://openalex.org/W4296501493","https://openalex.org/W4306405639","https://openalex.org/W4308080247","https://openalex.org/W4312530461","https://openalex.org/W4318823060","https://openalex.org/W4323022460","https://openalex.org/W4380085029","https://openalex.org/W4380789184","https://openalex.org/W4382989325","https://openalex.org/W4385706245","https://openalex.org/W4386608660","https://openalex.org/W4386918932","https://openalex.org/W4387448509"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Traditional":[0],"cognitive":[1,8,57,98,136],"travel":[2,13,65,83,89,146],"modeling":[3,58,99],"typically":[4],"employs":[5],"a":[6,20,78,155],"unified":[7],"model":[9,34,106],"to":[10,59,134],"simulate":[11],"representative":[12],"behaviors,":[14],"which":[15],"may":[16],"usually":[17],"result":[18],"in":[19,26,129,143],"weak":[21],"characterization":[22],"of":[23,46,105],"user":[24],"heterogeneity":[25],"paths,":[27],"modes,":[28],"and":[29,43,63,80,117,127,165],"other":[30],"factors.":[31],"Large":[32],"language":[33],"(LLM),":[35],"by":[36],"contrast,":[37],"has":[38],"significantly":[39,101],"enhanced":[40],"the":[41,75,103,110],"anthropomorphic":[42],"personalized":[44,64,82],"features":[45],"intelligent":[47],"systems.":[48],"To":[49],"integrate":[50],"their":[51],"advantages,":[52],"this":[53],"article":[54],"proposes":[55],"LLM-driven":[56],"generate":[60],"more":[61,87,151,156],"diverse":[62,152],"demands.":[66],"The":[67],"new":[68],"method":[69],"sufficiently":[70],"exploits":[71],"LLM":[72,96],"such":[73],"as":[74,77],"llama":[76],"basis":[79],"provides":[81],"plans":[84],"so":[85],"that":[86],"heterogenous":[88],"demands":[90],"could":[91],"be":[92],"generated.":[93],"Additionally,":[94],"introducing":[95],"into":[97],"can":[100],"reduce":[102],"time":[104],"development,":[107],"thus":[108],"accelerating":[109],"research":[111],"or":[112],"engineering":[113],"deployment.":[114],"By":[115],"calibrating":[116],"testing":[118],"with":[119],"one":[120],"month\u2019s":[121],"data":[122],"from":[123],"public":[124],"transportation":[125],"(buses":[126],"subways)":[128],"Beijing,":[130],"our":[131],"method,":[132],"compared":[133],"traditional":[135],"models,":[137],"not":[138],"only":[139],"achieves":[140],"better":[141],"accuracy":[142],"reproducing":[144],"typical":[145],"patterns,":[147],"but":[148],"also":[149],"generates":[150],"ones,":[153],"providing":[154],"comprehensive":[157],"input":[158],"for":[159],"computational":[160],"experiments":[161],"on":[162],"traffic":[163],"management":[164],"control":[166],"strategies.":[167]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
