{"id":"https://openalex.org/W4400447773","doi":"https://doi.org/10.1109/tiv.2024.3425647","title":"A Review of Personalization in Driving Behavior: Dataset, Modeling, and Validation","display_name":"A Review of Personalization in Driving Behavior: Dataset, Modeling, and Validation","publication_year":2024,"publication_date":"2024-07-09","ids":{"openalex":"https://openalex.org/W4400447773","doi":"https://doi.org/10.1109/tiv.2024.3425647"},"language":"en","primary_location":{"id":"doi:10.1109/tiv.2024.3425647","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tiv.2024.3425647","pdf_url":null,"source":{"id":"https://openalex.org/S4210199657","display_name":"IEEE Transactions on Intelligent Vehicles","issn_l":"2379-8858","issn":["2379-8858","2379-8904"],"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 Intelligent Vehicles","raw_type":"journal-article"},"type":"review","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/A5050822564","display_name":"Xishun Liao","orcid":"https://orcid.org/0000-0002-7219-8971"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Xishun Liao","raw_affiliation_strings":["UCLA Mobility Lab, University of Los Angeles, Los Angeles, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-7219-8971","affiliations":[{"raw_affiliation_string":"UCLA Mobility Lab, University of Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066621781","display_name":"Zhouqiao Zhao","orcid":"https://orcid.org/0000-0002-5286-3807"},"institutions":[{"id":"https://openalex.org/I4210144626","display_name":"New England University Transportation Center","ror":"https://ror.org/04aa0ed69","country_code":"US","type":"education","lineage":["https://openalex.org/I4210144626"]},{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhouqiao Zhao","raw_affiliation_strings":["Center for Transportation & Logistics (CTL) AgeLab, Massachusetts Institute of Technology, Cambridge, MA, USA","Center for Transportation & Logistics (CTL) AgeLab, Massachusetts Institute of Technology, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-5286-3807","affiliations":[{"raw_affiliation_string":"Center for Transportation & Logistics (CTL) AgeLab, Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210144626"]},{"raw_affiliation_string":"Center for Transportation & Logistics (CTL) AgeLab, Massachusetts Institute of Technology, MA, USA","institution_ids":["https://openalex.org/I4210144626","https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077257353","display_name":"Matthew Barth","orcid":"https://orcid.org/0000-0002-4735-5859"},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew J. Barth","raw_affiliation_strings":["CE-CERT, University of California at Riverside, Riverside, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-4735-5859","affiliations":[{"raw_affiliation_string":"CE-CERT, University of California at Riverside, Riverside, CA, USA","institution_ids":["https://openalex.org/I103635307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070231367","display_name":"Amr Abdelraouf","orcid":"https://orcid.org/0000-0001-9068-6664"},"institutions":[{"id":"https://openalex.org/I4210093665","display_name":"Toyota Motor North America (United States)","ror":"https://ror.org/0076knn86","country_code":"US","type":"company","lineage":["https://openalex.org/I4210093665","https://openalex.org/I4210125472","https://openalex.org/I4210137853"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amr Abdelraouf","raw_affiliation_strings":["Toyota Motor North America, InfoTech Labs, Mountain View, CA, USA"],"raw_orcid":"https://orcid.org/0000-0001-9068-6664","affiliations":[{"raw_affiliation_string":"Toyota Motor North America, InfoTech Labs, Mountain View, CA, USA","institution_ids":["https://openalex.org/I4210093665"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Rohit Gupta","orcid":"https://orcid.org/0000-0002-5712-6996"},"institutions":[{"id":"https://openalex.org/I4210093665","display_name":"Toyota Motor North America (United States)","ror":"https://ror.org/0076knn86","country_code":"US","type":"company","lineage":["https://openalex.org/I4210093665","https://openalex.org/I4210125472","https://openalex.org/I4210137853"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rohit Gupta","raw_affiliation_strings":["Toyota Motor North America, InfoTech Labs, Mountain View, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-5712-6996","affiliations":[{"raw_affiliation_string":"Toyota Motor North America, InfoTech Labs, Mountain View, CA, USA","institution_ids":["https://openalex.org/I4210093665"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009775690","display_name":"Kyungtae Han","orcid":"https://orcid.org/0000-0001-8291-5025"},"institutions":[{"id":"https://openalex.org/I4210093665","display_name":"Toyota Motor North America (United States)","ror":"https://ror.org/0076knn86","country_code":"US","type":"company","lineage":["https://openalex.org/I4210093665","https://openalex.org/I4210125472","https://openalex.org/I4210137853"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kyungtae Han","raw_affiliation_strings":["Toyota Motor North America, InfoTech Labs, Mountain View, CA, USA"],"raw_orcid":"https://orcid.org/0000-0001-8291-5025","affiliations":[{"raw_affiliation_string":"Toyota Motor North America, InfoTech Labs, Mountain View, CA, USA","institution_ids":["https://openalex.org/I4210093665"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068374815","display_name":"Jiaqi Ma","orcid":"https://orcid.org/0000-0002-8184-5157"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiaqi Ma","raw_affiliation_strings":["UCLA Mobility Lab, University of Los Angeles, Los Angeles, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-8184-5157","affiliations":[{"raw_affiliation_string":"UCLA Mobility Lab, University of Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006183071","display_name":"Guoyuan Wu","orcid":"https://orcid.org/0000-0001-6707-6366"},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guoyuan Wu","raw_affiliation_strings":["CE-CERT, University of California at Riverside, Riverside, CA, USA"],"raw_orcid":"https://orcid.org/0000-0001-6707-6366","affiliations":[{"raw_affiliation_string":"CE-CERT, University of California at Riverside, Riverside, CA, USA","institution_ids":["https://openalex.org/I103635307"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5050822564"],"corresponding_institution_ids":["https://openalex.org/I161318765"],"apc_list":null,"apc_paid":null,"fwci":3.2929,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.92265416,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"10","issue":"2","first_page":"1241","last_page":"1262"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12095","display_name":"Vehicle emissions and performance","score":0.6945000290870667,"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/T12095","display_name":"Vehicle emissions and performance","score":0.6945000290870667,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.6940000057220459,"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/personalization","display_name":"Personalization","score":0.792786717414856},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5259431004524231},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33801591396331787},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.24596071243286133}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.792786717414856},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5259431004524231},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33801591396331787},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.24596071243286133}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tiv.2024.3425647","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tiv.2024.3425647","pdf_url":null,"source":{"id":"https://openalex.org/S4210199657","display_name":"IEEE Transactions on Intelligent Vehicles","issn_l":"2379-8858","issn":["2379-8858","2379-8904"],"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 Intelligent Vehicles","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5600000023841858,"display_name":"Gender equality","id":"https://metadata.un.org/sdg/5"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":171,"referenced_works":["https://openalex.org/W77912868","https://openalex.org/W116278252","https://openalex.org/W146964248","https://openalex.org/W582613620","https://openalex.org/W766880742","https://openalex.org/W1751378831","https://openalex.org/W1936915774","https://openalex.org/W1966922488","https://openalex.org/W1967496115","https://openalex.org/W1972299090","https://openalex.org/W1975938786","https://openalex.org/W1982121300","https://openalex.org/W1993220166","https://openalex.org/W2015255465","https://openalex.org/W2032436076","https://openalex.org/W2062828423","https://openalex.org/W2068997453","https://openalex.org/W2117431273","https://openalex.org/W2149050407","https://openalex.org/W2172717914","https://openalex.org/W2185149728","https://openalex.org/W2250447163","https://openalex.org/W2295124130","https://openalex.org/W2296080462","https://openalex.org/W2330918716","https://openalex.org/W2337237428","https://openalex.org/W2342875829","https://openalex.org/W2468660406","https://openalex.org/W2528617989","https://openalex.org/W2566615221","https://openalex.org/W2601595955","https://openalex.org/W2754064061","https://openalex.org/W2766726992","https://openalex.org/W2771289139","https://openalex.org/W2790329984","https://openalex.org/W2791310449","https://openalex.org/W2792968364","https://openalex.org/W2794547239","https://openalex.org/W2808766325","https://openalex.org/W2809598685","https://openalex.org/W2888923132","https://openalex.org/W2889556029","https://openalex.org/W2890107112","https://openalex.org/W2891385160","https://openalex.org/W2897739109","https://openalex.org/W2901436583","https://openalex.org/W2903709398","https://openalex.org/W2904101944","https://openalex.org/W2905002631","https://openalex.org/W2905103902","https://openalex.org/W2907511648","https://openalex.org/W2912870707","https://openalex.org/W2913367279","https://openalex.org/W2940681554","https://openalex.org/W2959716684","https://openalex.org/W2962763243","https://openalex.org/W2962835718","https://openalex.org/W2972474357","https://openalex.org/W2972960783","https://openalex.org/W2973732790","https://openalex.org/W2976967302","https://openalex.org/W2981635656","https://openalex.org/W2986674040","https://openalex.org/W2991431362","https://openalex.org/W2994918793","https://openalex.org/W2996287921","https://openalex.org/W2996649805","https://openalex.org/W2998322655","https://openalex.org/W3008517613","https://openalex.org/W3011630888","https://openalex.org/W3012407689","https://openalex.org/W3020824323","https://openalex.org/W3022893663","https://openalex.org/W3034378555","https://openalex.org/W3034384034","https://openalex.org/W3034819467","https://openalex.org/W3036411379","https://openalex.org/W3038760392","https://openalex.org/W3040171481","https://openalex.org/W3048654376","https://openalex.org/W3082399071","https://openalex.org/W3082508441","https://openalex.org/W3084756947","https://openalex.org/W3086559480","https://openalex.org/W3111327686","https://openalex.org/W3112331073","https://openalex.org/W3113489201","https://openalex.org/W3114482662","https://openalex.org/W3117590843","https://openalex.org/W3122443285","https://openalex.org/W3122969078","https://openalex.org/W3131185420","https://openalex.org/W3146142859","https://openalex.org/W3158597572","https://openalex.org/W3166501439","https://openalex.org/W3170044975","https://openalex.org/W3184559089","https://openalex.org/W3190536705","https://openalex.org/W3191835749","https://openalex.org/W3204759627","https://openalex.org/W3208303583","https://openalex.org/W3210643912","https://openalex.org/W3214301338","https://openalex.org/W4200006434","https://openalex.org/W4200173886","https://openalex.org/W4210723199","https://openalex.org/W4211213176","https://openalex.org/W4225099717","https://openalex.org/W4226096635","https://openalex.org/W4229008412","https://openalex.org/W4229726281","https://openalex.org/W4280588047","https://openalex.org/W4281950941","https://openalex.org/W4282821634","https://openalex.org/W4283010756","https://openalex.org/W4283659617","https://openalex.org/W4283823813","https://openalex.org/W4285047693","https://openalex.org/W4285102269","https://openalex.org/W4285125144","https://openalex.org/W4289527100","https://openalex.org/W4292962600","https://openalex.org/W4293724464","https://openalex.org/W4293812175","https://openalex.org/W4294325596","https://openalex.org/W4294926984","https://openalex.org/W4307935912","https://openalex.org/W4308044468","https://openalex.org/W4308079974","https://openalex.org/W4308081340","https://openalex.org/W4310244180","https://openalex.org/W4311415894","https://openalex.org/W4312517780","https://openalex.org/W4313149279","https://openalex.org/W4313489492","https://openalex.org/W4317033460","https://openalex.org/W4318767908","https://openalex.org/W4320494161","https://openalex.org/W4323796747","https://openalex.org/W4360995340","https://openalex.org/W4385301002","https://openalex.org/W4385301197","https://openalex.org/W4385301313","https://openalex.org/W4385325724","https://openalex.org/W4385452972","https://openalex.org/W4385805185","https://openalex.org/W4386638344","https://openalex.org/W4386711352","https://openalex.org/W4387609094","https://openalex.org/W4388757513","https://openalex.org/W4390828509","https://openalex.org/W4391308286","https://openalex.org/W4391768406","https://openalex.org/W4391768929","https://openalex.org/W4391770362","https://openalex.org/W4391793307","https://openalex.org/W4391995294","https://openalex.org/W4393146235","https://openalex.org/W4394598046","https://openalex.org/W4400762160","https://openalex.org/W6688890338","https://openalex.org/W6733834189","https://openalex.org/W6745935785","https://openalex.org/W6749904568","https://openalex.org/W6753526802","https://openalex.org/W6754705382","https://openalex.org/W6776225267","https://openalex.org/W6780274512","https://openalex.org/W6798280219","https://openalex.org/W6866840959","https://openalex.org/W6940082940"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2109940557","https://openalex.org/W2466832359","https://openalex.org/W4391210591","https://openalex.org/W1582019636","https://openalex.org/W2390279801","https://openalex.org/W1499005795","https://openalex.org/W2358668433","https://openalex.org/W3172493050"],"abstract_inverted_index":{"Personalization":[0],"in":[1,18,54],"driving":[2,28,55,76,94,143],"behavior":[3,144],"research":[4,138],"is":[5],"crucial":[6],"for":[7,23,86,101],"developing":[8],"intelligent":[9,37,102],"vehicles":[10,17,38,103],"that":[11],"can":[12,32],"safely":[13],"coexist":[14],"with":[15,135],"human-driven":[16],"mixed-traffic":[19],"environments.":[20],"By":[21],"accounting":[22],"the":[24,96,99,107],"diversity":[25],"of":[26,36],"human":[27,114],"behaviors,":[29],"personalized":[30,75,88,93,142],"modeling":[31,82],"improve":[33],"predictive":[34],"capabilities":[35],"and":[39,66,78,84,109,120,125],"foster":[40],"a":[41,49,71,123],"more":[42],"balanced":[43],"traffic":[44,127],"ecosystem.":[45],"This":[46],"paper":[47],"presents":[48],"systematic":[50],"review":[51],"on":[52,92],"personalization":[53],"behavior,":[56,95],"evaluating":[57],"their":[58],"potential":[59],"to":[60,73,104,106,116,140],"enhance":[61,117],"road":[62],"safety,":[63],"transportation":[64],"efficiency,":[65],"human-centric":[67],"mobility.":[68],"It":[69],"proposes":[70],"taxonomy":[72],"categorize":[74],"behaviors":[77,111],"surveys":[79],"relevant":[80],"datasets,":[81],"methodologies,":[83],"techniques":[85],"validating":[87],"driver":[89],"models.":[90],"Focusing":[91],"study":[97],"emphasizes":[98],"need":[100],"adapt":[105],"complex":[108],"heterogeneous":[110],"exhibited":[112],"by":[113],"drivers":[115],"predictability,":[118],"responsiveness,":[119],"ultimately":[121],"create":[122],"safe":[124],"efficient":[126],"environment.":[128],"Lastly,":[129],"key":[130],"challenges":[131],"are":[132],"identified,":[133],"along":[134],"promising":[136],"future":[137],"directions":[139],"advance":[141],"research.":[145]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":2}],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}