{"id":"https://openalex.org/W4406460558","doi":"https://doi.org/10.1109/bigdata62323.2024.10825338","title":"Educational Digital Twin: Tackling Complexity in Educational Big Data","display_name":"Educational Digital Twin: Tackling Complexity in Educational Big Data","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4406460558","doi":"https://doi.org/10.1109/bigdata62323.2024.10825338"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata62323.2024.10825338","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825338","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-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/A5022791774","display_name":"Luwen Huang","orcid":"https://orcid.org/0000-0001-8776-1715"},"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"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Luwen Huang","raw_affiliation_strings":["University of Texas,Department of Computer Science,Austin"],"affiliations":[{"raw_affiliation_string":"University of Texas,Department of Computer Science,Austin","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017431306","display_name":"Karen Willcox","orcid":"https://orcid.org/0000-0003-2156-9338"},"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"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Karen E. Willcox","raw_affiliation_strings":["University of Texas,Oden Institute for Computational Engineering &#x0026; Sciences,Austin"],"affiliations":[{"raw_affiliation_string":"University of Texas,Oden Institute for Computational Engineering &#x0026; Sciences,Austin","institution_ids":["https://openalex.org/I86519309"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5022791774"],"corresponding_institution_ids":["https://openalex.org/I86519309"],"apc_list":null,"apc_paid":null,"fwci":0.4301,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76438436,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1978","last_page":"1985"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9868000149726868,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9868000149726868,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10763","display_name":"Digital Transformation in Industry","score":0.9574999809265137,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"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/computer-science","display_name":"Computer science","score":0.6738467812538147},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5709372162818909},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5482412576675415},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.17927557229995728}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6738467812538147},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5709372162818909},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5482412576675415},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.17927557229995728}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata62323.2024.10825338","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825338","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320308138","display_name":"Texas Higher Education Coordinating Board","ror":"https://ror.org/05as1qb59"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1950434568","https://openalex.org/W2004524655","https://openalex.org/W2046074714","https://openalex.org/W2071097428","https://openalex.org/W2108754491","https://openalex.org/W2112000174","https://openalex.org/W2518003110","https://openalex.org/W2591208974","https://openalex.org/W2766829979","https://openalex.org/W2794802448","https://openalex.org/W2806668621","https://openalex.org/W2890602305","https://openalex.org/W2916631747","https://openalex.org/W2943210284","https://openalex.org/W2944737708","https://openalex.org/W2985856448","https://openalex.org/W2992252352","https://openalex.org/W2999792204","https://openalex.org/W3002158351","https://openalex.org/W3003667836","https://openalex.org/W3090102353","https://openalex.org/W3127726040","https://openalex.org/W3134010008","https://openalex.org/W3187938828","https://openalex.org/W3215822628","https://openalex.org/W4249533595","https://openalex.org/W4280520571","https://openalex.org/W4281617548","https://openalex.org/W4313372168","https://openalex.org/W4321598945","https://openalex.org/W4379108680","https://openalex.org/W4384696971","https://openalex.org/W4387272143","https://openalex.org/W4389781823","https://openalex.org/W4393201572","https://openalex.org/W6627132454","https://openalex.org/W6628308161","https://openalex.org/W6712227360"],"related_works":["https://openalex.org/W4322629366","https://openalex.org/W2808989540","https://openalex.org/W2397053934","https://openalex.org/W1039292361","https://openalex.org/W2731626691","https://openalex.org/W2551093110","https://openalex.org/W2148016376","https://openalex.org/W4237919137","https://openalex.org/W3184179822","https://openalex.org/W3095362084"],"abstract_inverted_index":{"\"Everything":[0],"is":[1,21,134],"bigger":[2],"in":[3,31,61],"Texas\"":[4],"and":[5,52,79,88,193],"this":[6,151],"includes":[7],"the":[8,13,22,58,70,102,107,123,127,130,164,171],"big":[9,20],"data":[10,55,140,176],"challenges":[11],"of":[12,73,99,129,174,187,191],"state\u2019s":[14],"educational":[15,54],"system.":[16],"But":[17],"just":[18],"as":[19,115],"opportunity":[23],"for":[24],"digital":[25,108],"twin":[26,109],"technologies":[27],"to":[28,35,49,56,69,111,153,181],"improve":[29,36],"decision-making":[30],"education,":[32],"with":[33],"potential":[34],"student":[37,62,74],"outcomes.":[38],"This":[39],"paper":[40],"formulates":[41],"an":[42],"Educational":[43,103,131,165],"Digital":[44,104,132,166],"Twin,":[45],"a":[46,116,135,142],"novel":[47],"approach":[48],"understanding,":[50],"modeling,":[51],"analyzing":[53],"address":[57],"complexities":[59],"inherent":[60],"pathways.":[63],"By":[64,145],"\"student":[65],"pathways\",":[66],"we":[67,149],"refer":[68],"joint":[71],"facets":[72],"behavior\u2014evolving":[75],"dynamically":[76,120],"over":[77],"time":[78],"encompassing":[80],"not":[81,168],"only":[82,169],"course":[83],"enrollments":[84],"but":[85,177],"also":[86,178],"behavioral":[87],"academic":[89,194],"factors.":[90],"Unlike":[91],"traditional":[92],"approaches":[93],"that":[94,119,138,157],"rely":[95],"on":[96],"static":[97],"analyses":[98],"historical":[100],"data,":[101],"Twin":[105,133,167],"applies":[106],"paradigm":[110],"model":[112],"these":[113],"pathways":[114],"living":[117],"construct":[118],"evolves":[121],"alongside":[122],"physical":[124],"world.":[125],"At":[126],"heart":[128],"knowledge":[136],"graph":[137],"organizes":[139],"into":[141],"semantic":[143],"structure.":[144],"employing":[146],"graph-theoretic":[147],"methods,":[148],"manipulate":[150],"structure":[152],"derive":[154],"multi-granular":[155],"insights":[156],"inform":[158],"decision-making.":[159],"Our":[160],"evaluation":[161],"demonstrates":[162],"how":[163],"facilitates":[170],"dynamic":[172],"integration":[173],"new":[175],"scales":[179],"efficiently":[180],"handle":[182],"complex":[183],"datasets":[184],"covering":[185],"millions":[186],"students":[188],"across":[189],"hundreds":[190],"demographic":[192],"dimensions.":[195]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
