{"id":"https://openalex.org/W4206452939","doi":"https://doi.org/10.1109/tem.2021.3131855","title":"Using Differential Equation-Based Models to Calibrate Agent-Based Diffusion Models","display_name":"Using Differential Equation-Based Models to Calibrate Agent-Based Diffusion Models","publication_year":2021,"publication_date":"2021-12-31","ids":{"openalex":"https://openalex.org/W4206452939","doi":"https://doi.org/10.1109/tem.2021.3131855"},"language":"en","primary_location":{"id":"doi:10.1109/tem.2021.3131855","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tem.2021.3131855","pdf_url":null,"source":{"id":"https://openalex.org/S154533451","display_name":"IEEE Transactions on Engineering Management","issn_l":"0018-9391","issn":["0018-9391","1558-0040"],"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 Engineering Management","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/A5055480186","display_name":"Yu Xiao","orcid":"https://orcid.org/0000-0002-9892-4687"},"institutions":[{"id":"https://openalex.org/I905225518","display_name":"Shanghai University of International Business and Economics","ror":"https://ror.org/031t68441","country_code":"CN","type":"education","lineage":["https://openalex.org/I905225518"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Xiao","raw_affiliation_strings":["School of Statistics and Information, Shanghai University of International Business and Economics, Shanghai, China","School of Statistics and Information, Shanghai University of International Business and Economics, Shanghai 201620 China (e-mail: jxndtbxiaoyu@163.com)"],"raw_orcid":"https://orcid.org/0000-0002-9892-4687","affiliations":[{"raw_affiliation_string":"School of Statistics and Information, Shanghai University of International Business and Economics, Shanghai, China","institution_ids":["https://openalex.org/I905225518"]},{"raw_affiliation_string":"School of Statistics and Information, Shanghai University of International Business and Economics, Shanghai 201620 China (e-mail: jxndtbxiaoyu@163.com)","institution_ids":["https://openalex.org/I905225518"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101857312","display_name":"Jingti Han","orcid":null},"institutions":[{"id":"https://openalex.org/I181679659","display_name":"Shanghai University of Finance and Economics","ror":"https://ror.org/00wtvfq62","country_code":"CN","type":"education","lineage":["https://openalex.org/I181679659"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingti Han","raw_affiliation_strings":["Shanghai Engineering Research Center of Finance Intelligence, Shanghai, China","Shanghai Engineering Research Center of Finance Intelligence, Shanghai 200433 China (e-mail: hanjt@mail.shufe.edu.cn)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Engineering Research Center of Finance Intelligence, Shanghai, China","institution_ids":[]},{"raw_affiliation_string":"Shanghai Engineering Research Center of Finance Intelligence, Shanghai 200433 China (e-mail: hanjt@mail.shufe.edu.cn)","institution_ids":["https://openalex.org/I181679659"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1734,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.57437965,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"71","issue":null,"first_page":"586","last_page":"597"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12659","display_name":"Innovation Diffusion and Forecasting","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12659","display_name":"Innovation Diffusion and Forecasting","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.9810000061988831,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9739000201225281,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.6721272468566895},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6658380031585693},{"id":"https://openalex.org/keywords/calibration","display_name":"Calibration","score":0.6469763517379761},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5588346719741821},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.5326622724533081},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.49459072947502136},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.47688156366348267},{"id":"https://openalex.org/keywords/differential","display_name":"Differential (mechanical device)","score":0.4656112492084503},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41082507371902466},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.34362947940826416},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3290531039237976},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2365584671497345},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12111973762512207}],"concepts":[{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.6721272468566895},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6658380031585693},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.6469763517379761},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5588346719741821},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.5326622724533081},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.49459072947502136},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.47688156366348267},{"id":"https://openalex.org/C93226319","wikidata":"https://www.wikidata.org/wiki/Q193137","display_name":"Differential (mechanical device)","level":2,"score":0.4656112492084503},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41082507371902466},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34362947940826416},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3290531039237976},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2365584671497345},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12111973762512207},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"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/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tem.2021.3131855","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tem.2021.3131855","pdf_url":null,"source":{"id":"https://openalex.org/S154533451","display_name":"IEEE Transactions on Engineering Management","issn_l":"0018-9391","issn":["0018-9391","1558-0040"],"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 Engineering Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7400000095367432,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1827808754","https://openalex.org/W1963706572","https://openalex.org/W1995834875","https://openalex.org/W2003329173","https://openalex.org/W2008620264","https://openalex.org/W2038950582","https://openalex.org/W2059082185","https://openalex.org/W2106616952","https://openalex.org/W2106805078","https://openalex.org/W2110467026","https://openalex.org/W2110694538","https://openalex.org/W2112090702","https://openalex.org/W2122203560","https://openalex.org/W2130863673","https://openalex.org/W2133856629","https://openalex.org/W2139988950","https://openalex.org/W2145736592","https://openalex.org/W2148606196","https://openalex.org/W2149310979","https://openalex.org/W2152501611","https://openalex.org/W2156659582","https://openalex.org/W2163612501","https://openalex.org/W2172106653","https://openalex.org/W2187996512","https://openalex.org/W2263258584","https://openalex.org/W2424760598","https://openalex.org/W2504031346","https://openalex.org/W2521112083","https://openalex.org/W2604765399","https://openalex.org/W2805531901","https://openalex.org/W2900953153","https://openalex.org/W2963808807","https://openalex.org/W3007986124","https://openalex.org/W3121364520","https://openalex.org/W3121520184","https://openalex.org/W3124968424","https://openalex.org/W3126347344","https://openalex.org/W3149264090","https://openalex.org/W3153270307","https://openalex.org/W3157394353","https://openalex.org/W3191452605","https://openalex.org/W4253543067","https://openalex.org/W4255113272","https://openalex.org/W6680583820","https://openalex.org/W6799747576"],"related_works":["https://openalex.org/W2366107444","https://openalex.org/W4388145910","https://openalex.org/W1976205134","https://openalex.org/W2381570729","https://openalex.org/W4248336175","https://openalex.org/W3009369890","https://openalex.org/W2031260042","https://openalex.org/W2391445434","https://openalex.org/W4312490297","https://openalex.org/W2062212388"],"abstract_inverted_index":{"Agent-based":[0],"diffusion":[1,87],"models":[2],"(ABMs)":[3],"have":[4,172],"been":[5],"increasingly":[6],"used":[7],"for":[8,66,99,135],"making":[9],"decisions":[10],"in":[11,102],"today's":[12],"complex":[13],"and":[14,119,122,128,175],"dynamic":[15],"managerial":[16,22],"environment.":[17],"To":[18],"be":[19,27],"a":[20,63,67,72,84,95,161],"reliable":[21],"decision":[23],"tool,":[24],"they":[25],"should":[26],"rigorously":[28],"calibrated":[29],"against":[30],"empirical":[31],"data":[32],"sets":[33],"to":[34,77,108,133],"capture":[35],"key":[36],"features":[37],"of":[38,46,116,169],"real-world":[39],"scenarios.":[40],"However,":[41],"since":[42],"that":[43,149,167],"the":[44,91,100,104,117,120,129,136,150,170,179],"implementation":[45],"ABMs":[47,171],"is":[48,53,107,132],"time-consuming,":[49],"their":[50],"efficient":[51],"calibration":[52,64,97],"still":[54],"an":[55,79,110,124,140,155],"open":[56],"challenge.":[57],"In":[58],"this":[59],"article,":[60],"we":[61,93],"present":[62],"framework":[65,152],"parsimonious":[68],"ABM":[69,118],"by":[70,158],"using":[71],"simple":[73],"assistant":[74],"model":[75,88],"(AM)":[76],"provide":[78],"initial":[80,125],"searching":[81,126],"point.":[82],"With":[83],"differential":[85],"equation-based":[86],"(DEM)":[89],"as":[90],"AM,":[92],"construct":[94],"two-stage":[96],"procedure":[98],"ABM,":[101],"which":[103],"first":[105],"stage":[106,131],"build":[109],"explicit":[111],"connection":[112],"between":[113],"parameter":[114],"spaces":[115],"DEM":[121],"obtain":[123],"point,":[127],"second":[130],"search":[134,143],"optimal":[137,156],"estimates":[138],"via":[139],"iterative":[141],"local":[142],"method.":[144],"The":[145],"case":[146],"study":[147],"demonstrates":[148],"proposed":[151],"can":[153],"identify":[154],"solution":[157],"evaluating":[159],"only":[160],"few":[162],"points.":[163],"It":[164],"also":[165],"reveals":[166],"some":[168],"better":[173],"explanatory":[174],"forecasting":[176],"performance":[177],"than":[178],"DEM.":[180]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
