{"id":"https://openalex.org/W4393375018","doi":"https://doi.org/10.1115/1.4065211","title":"Modeling Spatiotemporal Heterogeneity of Customer Preferences With Small-Scale Aggregated Data: A Spatial Panel Modeling Approach","display_name":"Modeling Spatiotemporal Heterogeneity of Customer Preferences With Small-Scale Aggregated Data: A Spatial Panel Modeling Approach","publication_year":2024,"publication_date":"2024-04-01","ids":{"openalex":"https://openalex.org/W4393375018","doi":"https://doi.org/10.1115/1.4065211"},"language":"en","primary_location":{"id":"doi:10.1115/1.4065211","is_oa":false,"landing_page_url":"https://doi.org/10.1115/1.4065211","pdf_url":null,"source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","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/A5100687562","display_name":"Yuyang Chen","orcid":"https://orcid.org/0009-0004-9283-1473"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuyang Chen","raw_affiliation_strings":["Shanghai Jiao Tong University University of Michigan\u2014Shanghai, Jiao Tong University Joint Institute, , 800 Dongchuan Road, Minhang District, Shanghai 200240 ,","Shanghai Jiao Tong University University of Michigan\u2014Shanghai, Jiao Tong University Joint Institute, , 800 Dongchuan Road, Minhang District, Shanghai 200240 , China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University University of Michigan\u2014Shanghai, Jiao Tong University Joint Institute, , 800 Dongchuan Road, Minhang District, Shanghai 200240 ,","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Jiao Tong University University of Michigan\u2014Shanghai, Jiao Tong University Joint Institute, , 800 Dongchuan Road, Minhang District, Shanghai 200240 , China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024709613","display_name":"Youyi Bi","orcid":"https://orcid.org/0009-0002-0815-8569"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youyi Bi","raw_affiliation_strings":["Shanghai Jiao Tong University University of Michigan\u2014Shanghai Jiao, Tong University Joint Institute, , 800 Dongchuan Road, Minhang District, Shanghai 200240 ,","Shanghai Jiao Tong University University of Michigan\u2014Shanghai Jiao, Tong University Joint Institute, , 800 Dongchuan Road, Minhang District, Shanghai 200240 , China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University University of Michigan\u2014Shanghai Jiao, Tong University Joint Institute, , 800 Dongchuan Road, Minhang District, Shanghai 200240 ,","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Jiao Tong University University of Michigan\u2014Shanghai Jiao, Tong University Joint Institute, , 800 Dongchuan Road, Minhang District, Shanghai 200240 , China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102637896","display_name":"Jian Xie","orcid":null},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Xie","raw_affiliation_strings":["Beijing Institute of Technology School of Mechanical Engineering, , 5 South Zhonguancun St., Haidian District, Beijing 100081 ,","Beijing Institute of Technology School of Mechanical Engineering, , 5 South Zhonguancun St., Haidian District, Beijing 100081 , China"],"affiliations":[{"raw_affiliation_string":"Beijing Institute of Technology School of Mechanical Engineering, , 5 South Zhonguancun St., Haidian District, Beijing 100081 ,","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"Beijing Institute of Technology School of Mechanical Engineering, , 5 South Zhonguancun St., Haidian District, Beijing 100081 , China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051661919","display_name":"Zhenghui Sha","orcid":"https://orcid.org/0000-0003-3267-0941"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]},{"id":"https://openalex.org/I4210164117","display_name":"Walker (United States)","ror":"https://ror.org/05hgh7849","country_code":"US","type":"company","lineage":["https://openalex.org/I4210164117"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhenghui Sha","raw_affiliation_strings":["The University of Texas at Austin Walker Department of Mechanical Engineering, , 204 E. Dean Keeton Street, Austin, TX 78712"],"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin Walker Department of Mechanical Engineering, , 204 E. Dean Keeton Street, Austin, TX 78712","institution_ids":["https://openalex.org/I86519309","https://openalex.org/I4210164117"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101406126","display_name":"Mingxian Wang","orcid":"https://orcid.org/0000-0001-7896-3024"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mingxian Wang","raw_affiliation_strings":["Northwestern University Integrated Design Automation Laboratory, , 2145 Sheridan Road, Tech A216, Evanston, IL 60208","15403 Commerce Dr. South Dearborn, MI 48120"],"affiliations":[{"raw_affiliation_string":"Northwestern University Integrated Design Automation Laboratory, , 2145 Sheridan Road, Tech A216, Evanston, IL 60208","institution_ids":["https://openalex.org/I111979921"]},{"raw_affiliation_string":"15403 Commerce Dr. South Dearborn, MI 48120","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010806818","display_name":"Yan Fu","orcid":"https://orcid.org/0000-0001-7749-7922"},"institutions":[{"id":"https://openalex.org/I1292974536","display_name":"Ford Motor Company (United States)","ror":"https://ror.org/00g2tkw06","country_code":"US","type":"company","lineage":["https://openalex.org/I1292974536"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yan Fu","raw_affiliation_strings":["Ford Motor Company Global Data Insight & Analytics, , 1 American Road, Dearborn, MI 48126"],"affiliations":[{"raw_affiliation_string":"Ford Motor Company Global Data Insight & Analytics, , 1 American Road, Dearborn, MI 48126","institution_ids":["https://openalex.org/I1292974536"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100732672","display_name":"Wei Chen","orcid":"https://orcid.org/0000-0001-8176-2565"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wei Chen","raw_affiliation_strings":["Northwestern University Integrated Design Automation Laboratory, , 2145 Sheridan Road, Tech A216, Evanston, IL 60208"],"affiliations":[{"raw_affiliation_string":"Northwestern University Integrated Design Automation Laboratory, , 2145 Sheridan Road, Tech A216, Evanston, IL 60208","institution_ids":["https://openalex.org/I111979921"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100687562"],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03068833,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"24","issue":"8","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10841","display_name":"Economic and Environmental Valuation","score":0.965399980545044,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10841","display_name":"Economic and Environmental Valuation","score":0.965399980545044,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.9559999704360962,"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/T11911","display_name":"Spatial and Panel Data Analysis","score":0.9535999894142151,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5845004916191101},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4893040359020233},{"id":"https://openalex.org/keywords/panel-data","display_name":"Panel data","score":0.46424946188926697},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4569651484489441},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41944196820259094},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.3698485791683197},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3344501852989197},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2487342655658722},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1677556335926056},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.15921610593795776},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.11425533890724182},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.09230640530586243}],"concepts":[{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5845004916191101},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4893040359020233},{"id":"https://openalex.org/C6422946","wikidata":"https://www.wikidata.org/wiki/Q857354","display_name":"Panel data","level":2,"score":0.46424946188926697},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4569651484489441},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41944196820259094},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3698485791683197},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3344501852989197},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2487342655658722},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1677556335926056},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.15921610593795776},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.11425533890724182},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.09230640530586243}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1115/1.4065211","is_oa":false,"landing_page_url":"https://doi.org/10.1115/1.4065211","pdf_url":null,"source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G405263670","display_name":null,"funder_award_id":"1436658","funder_id":"https://openalex.org/F4320337391","funder_display_name":"Division of Civil, Mechanical and Manufacturing Innovation"},{"id":"https://openalex.org/G5050623517","display_name":null,"funder_award_id":"201706030108","funder_id":"https://openalex.org/F4320322725","funder_display_name":"China Scholarship Council"},{"id":"https://openalex.org/G7644953866","display_name":null,"funder_award_id":"52005328","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"},{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"},{"id":"https://openalex.org/F4320337391","display_name":"Division of Civil, Mechanical and Manufacturing Innovation","ror":"https://ror.org/028yd4c30"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1495656322","https://openalex.org/W1774676273","https://openalex.org/W1976386631","https://openalex.org/W1980447187","https://openalex.org/W2015696564","https://openalex.org/W2029521860","https://openalex.org/W2042125031","https://openalex.org/W2075346238","https://openalex.org/W2082108991","https://openalex.org/W2090326059","https://openalex.org/W2101487085","https://openalex.org/W2112352537","https://openalex.org/W2137899428","https://openalex.org/W2139122730","https://openalex.org/W2141403231","https://openalex.org/W2170611972","https://openalex.org/W2322040175","https://openalex.org/W2425858923","https://openalex.org/W2605993057","https://openalex.org/W2767164169","https://openalex.org/W2770919433","https://openalex.org/W2792803029","https://openalex.org/W2885027023","https://openalex.org/W2899420417","https://openalex.org/W2977435455","https://openalex.org/W2977836167","https://openalex.org/W3032777792","https://openalex.org/W3125452490","https://openalex.org/W3129020821","https://openalex.org/W3146328341","https://openalex.org/W3150833036","https://openalex.org/W3159708606","https://openalex.org/W4213064785","https://openalex.org/W4250432939","https://openalex.org/W4293256919","https://openalex.org/W4307268196","https://openalex.org/W4322721635","https://openalex.org/W6600985271","https://openalex.org/W6676874493","https://openalex.org/W6680521049"],"related_works":["https://openalex.org/W2119743805","https://openalex.org/W2923288616","https://openalex.org/W198339624","https://openalex.org/W2949862799","https://openalex.org/W2362502898","https://openalex.org/W2368471973","https://openalex.org/W2365757412","https://openalex.org/W2998144297","https://openalex.org/W2755035679","https://openalex.org/W1570678973"],"abstract_inverted_index":{"Abstract":[0],"Customer":[1],"preferences":[2,20,54],"are":[3,70,117],"found":[4],"to":[5,23,73,102,122,204],"evolve":[6],"over":[7],"time":[8,116],"and":[9,88,111,138,159,167,212],"correlate":[10],"with":[11],"geographical":[12],"locations.":[13],"Studying":[14],"the":[15,34,49,79,104,133,148,178,189,193,220,231,235],"spatiotemporal":[16,50,58,105,156,210],"heterogeneity":[17,51,106,211],"of":[18,36,52,82,107,135,165,177,185,222],"customer":[19,37,53,108],"is":[21,219,227],"crucial":[22],"engineering":[24,127,206,214],"design":[25,175],"as":[26,78,119],"it":[27],"provides":[28],"a":[29,83,97,173,182],"dynamic":[30],"perspective":[31],"for":[32,43,66],"understanding":[33],"trend":[35],"preferences.":[38,109],"However,":[39],"existing":[40],"choice":[41],"models":[42,158],"demand":[44,124,217],"modeling":[45,60,100,151,196],"do":[46],"not":[47,71],"take":[48],"into":[55],"consideration.":[56],"Learning-based":[57],"data":[59,157],"methods":[61,162],"usually":[62],"require":[63],"large-scale":[64],"datasets":[65],"model":[67,120],"training,":[68],"which":[69],"applicable":[72],"small":[74,136],"aggregated":[75],"data,":[76],"such":[77],"sale":[80],"records":[81],"product":[84],"in":[85,115,126,141,163,181,199,216],"several":[86],"regions":[87],"years.":[89],"To":[90],"fill":[91],"this":[92,202,223],"research":[93],"gap,":[94],"we":[95,145],"propose":[96],"spatial":[98,149,194],"panel":[99,150,195],"approach":[101,152,180,197,203,232],"investigate":[103],"Product":[110],"regional":[112],"attributes":[113,215],"varying":[114],"included":[118],"inputs":[121],"support":[123,205],"forecasting":[125,218],"design.":[128],"With":[129],"case":[130],"studies":[131],"using":[132],"dataset":[134],"SUVs":[137],"compact":[139],"sedans":[140],"China's":[142],"automotive":[143],"market,":[144],"demonstrate":[146],"that":[147],"outperforms":[153],"other":[154],"statistical":[155],"non-parametric":[160],"regression":[161],"goodness":[164],"fit":[166],"prediction":[168],"accuracy.":[169],"We":[170],"also":[171],"illustrate":[172],"potential":[174],"application":[176],"proposed":[179],"portfolio":[183],"optimization":[184],"two":[186],"vehicles":[187],"from":[188],"same":[190],"producer.":[191],"While":[192],"exists":[198],"econometrics,":[200],"applying":[201],"decisions":[207],"by":[208],"considering":[209],"introducing":[213],"contribution":[221],"work.":[224],"Our":[225],"paper":[226],"focused":[228],"on":[229],"presenting":[230],"rather":[233],"than":[234],"results":[236],"per":[237],"se.":[238]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}