{"id":"https://openalex.org/W2921444726","doi":"https://doi.org/10.1109/fie.2018.8659291","title":"Personalized Learning in a Virtual Hands-on Lab Platform for Computer Science Education","display_name":"Personalized Learning in a Virtual Hands-on Lab Platform for Computer Science Education","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2921444726","doi":"https://doi.org/10.1109/fie.2018.8659291","mag":"2921444726"},"language":"en","primary_location":{"id":"doi:10.1109/fie.2018.8659291","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie.2018.8659291","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Frontiers in Education Conference (FIE)","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/A5034806935","display_name":"Yuli Deng","orcid":"https://orcid.org/0000-0001-7715-9966"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yuli Deng","raw_affiliation_strings":["School of Computing, Informatics, and Decision Systems, Arizona State University, Tempe, Arizona, USA"],"affiliations":[{"raw_affiliation_string":"School of Computing, Informatics, and Decision Systems, Arizona State University, Tempe, Arizona, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102305858","display_name":"Duo Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Duo Lu","raw_affiliation_strings":["School of Computing, Informatics, and Decision Systems, Arizona State University, Tempe, Arizona, USA"],"affiliations":[{"raw_affiliation_string":"School of Computing, Informatics, and Decision Systems, Arizona State University, Tempe, Arizona, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062251804","display_name":"Chun-Jen Chung","orcid":null},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chun-Jen Chung","raw_affiliation_strings":["School of Computing, Informatics, and Decision Systems, Arizona State University, Tempe, Arizona, USA"],"affiliations":[{"raw_affiliation_string":"School of Computing, Informatics, and Decision Systems, Arizona State University, Tempe, Arizona, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003921452","display_name":"Dijiang Huang","orcid":"https://orcid.org/0000-0003-3257-6349"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dijiang Huang","raw_affiliation_strings":["School of Computing, Informatics, and Decision Systems, Arizona State University, Tempe, Arizona, USA"],"affiliations":[{"raw_affiliation_string":"School of Computing, Informatics, and Decision Systems, Arizona State University, Tempe, Arizona, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100360185","display_name":"Zhen Zeng","orcid":"https://orcid.org/0000-0002-7877-292X"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhen Zeng","raw_affiliation_strings":["School of Computing, Informatics, and Decision Systems, Arizona State University, Tempe, Arizona, USA"],"affiliations":[{"raw_affiliation_string":"School of Computing, Informatics, and Decision Systems, Arizona State University, Tempe, Arizona, USA","institution_ids":["https://openalex.org/I55732556"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5034806935"],"corresponding_institution_ids":["https://openalex.org/I55732556"],"apc_list":null,"apc_paid":null,"fwci":3.4681,"has_fulltext":false,"cited_by_count":42,"citation_normalized_percentile":{"value":0.93054998,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9962000250816345,"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":0.9962000250816345,"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/T11283","display_name":"Experimental Learning in Engineering","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T11526","display_name":"Innovative Teaching Methods","score":0.9380999803543091,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7302325963973999},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.6924563646316528},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.6113905906677246},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5867471694946289},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5703086853027344},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.5488241314888},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.4947182834148407},{"id":"https://openalex.org/keywords/learning-styles","display_name":"Learning styles","score":0.4585866630077362},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.45551174879074097},{"id":"https://openalex.org/keywords/virtual-lab","display_name":"Virtual lab","score":0.43584924936294556},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.4311404228210449},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.2787078619003296},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.26834428310394287},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21468916535377502},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.17821401357650757},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.15080270171165466},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.13484540581703186}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7302325963973999},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.6924563646316528},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.6113905906677246},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5867471694946289},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5703086853027344},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.5488241314888},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.4947182834148407},{"id":"https://openalex.org/C2781285556","wikidata":"https://www.wikidata.org/wiki/Q1820370","display_name":"Learning styles","level":2,"score":0.4585866630077362},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.45551174879074097},{"id":"https://openalex.org/C2987664944","wikidata":"https://www.wikidata.org/wiki/Q7312158","display_name":"Virtual lab","level":2,"score":0.43584924936294556},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.4311404228210449},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.2787078619003296},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.26834428310394287},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21468916535377502},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.17821401357650757},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.15080270171165466},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.13484540581703186},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fie.2018.8659291","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie.2018.8659291","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Frontiers in Education Conference (FIE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5699999928474426,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W94203212","https://openalex.org/W1596717185","https://openalex.org/W1976033392","https://openalex.org/W2014924105","https://openalex.org/W2031175798","https://openalex.org/W2079218151","https://openalex.org/W2123470426","https://openalex.org/W2130432857","https://openalex.org/W2134313658","https://openalex.org/W2141337864","https://openalex.org/W2143853136","https://openalex.org/W2149706766","https://openalex.org/W2168787656","https://openalex.org/W2466559819","https://openalex.org/W2519422455","https://openalex.org/W2532398339","https://openalex.org/W2622214451","https://openalex.org/W2768853466","https://openalex.org/W2786714393","https://openalex.org/W2880872997","https://openalex.org/W3170775390","https://openalex.org/W4236137412","https://openalex.org/W6603850898","https://openalex.org/W7048913418"],"related_works":["https://openalex.org/W2049979679","https://openalex.org/W2383694","https://openalex.org/W4253974834","https://openalex.org/W2110554190","https://openalex.org/W2153073817","https://openalex.org/W1580237866","https://openalex.org/W4385793885","https://openalex.org/W3164236313","https://openalex.org/W2956887738","https://openalex.org/W3110342943"],"abstract_inverted_index":{"This":[0],"Innovate":[1],"Practice":[2],"full":[3],"paper":[4],"presents":[5],"a":[6,41,80,95,243],"cloud-based":[7],"personalized":[8,81,239],"learning":[9,13,29,82,103,110,118,141,161,231,276],"lab":[10,240,264],"platform.":[11],"Personalized":[12],"is":[14,69],"gaining":[15],"popularity":[16],"in":[17,48,72,94,145,193,220],"online":[18],"computer":[19,49,90],"science":[20,50,91],"education":[21],"due":[22],"to":[23,36,123,158,167,180,189],"its":[24],"characteristics":[25],"of":[26,57,116,139,263],"pacing":[27],"the":[28,33,102,114,129,135,140,156,160,169,194,221,238,254],"progress":[30,162],"and":[31,61,108,132,137,163,205,272],"adapting":[32],"instructional":[34,46],"approach":[35],"each":[37],"individual":[38],"learner":[39],"from":[40,105,208],"diverse":[42],"background.":[43],"Among":[44],"various":[45],"methods":[47],"education,":[51],"hands-on":[52,92,270],"labs":[53,93,188],"have":[54],"unique":[55],"requirements":[56],"understanding":[58,262],"learner's":[59,63],"behavior":[60],"assessing":[62],"performance":[64,152],"for":[65,89,128,213,242],"personalization.":[66],"However,":[67],"it":[68],"rarely":[70],"addressed":[71],"existing":[73],"research.":[74],"In":[75],"this":[76],"paper,":[77],"we":[78,201],"propose":[79],"platform":[83,241],"called":[84],"ThoTh":[85,98,147,199,227],"Lab":[86,99,148,228],"specifically":[87],"designed":[88],"cloud":[96],"environment.":[97],"can":[100,229],"identify":[101,230],"style":[104,232],"student":[106,117,151],"activities":[107],"adapt":[109],"material":[111],"accordingly.":[112],"With":[113,143],"awareness":[115],"styles,":[119],"instructors":[120,157,174],"are":[121],"able":[122],"use":[124],"techniques":[125],"more":[126,177,186,267],"suitable":[127],"specific":[130],"student,":[131],"hence,":[133],"improve":[134],"speed":[136],"quality":[138],"process.":[142],"that":[144,226,253],"mind,":[146],"also":[149,251],"provides":[150],"prediction,":[153],"which":[154],"allows":[155],"change":[159],"take":[164],"other":[165],"measurements":[166],"help":[168,181],"students":[170,215,258],"timely.":[171],"For":[172],"example,":[173],"may":[175],"provide":[176],"detailed":[178],"instructions":[179],"slow":[182],"starters,":[183],"while":[184],"assigning":[185],"challenging":[187],"those":[190],"quick":[191],"learners":[192],"same":[195],"class.":[196],"To":[197],"evaluate":[198],"Lab,":[200],"conducted":[202],"an":[203,209],"experiment":[204],"collected":[206],"data":[207],"upper-division":[210],"cybersecurity":[211,246],"class":[212],"undergraduate":[214],"at":[216],"Arizona":[217],"State":[218],"University":[219],"US.":[222],"The":[223],"results":[224],"show":[225],"with":[233,260],"reasonable":[234],"accuracy.":[235],"By":[236],"leveraging":[237],"senior":[244],"level":[245],"course,":[247],"our":[248],"lab-use":[249],"study":[250],"shows":[252],"presented":[255],"solution":[256],"improves":[257],"engagement":[259],"better":[261],"assignments,":[265],"spending":[266],"effort":[268],"on":[269],"projects,":[271],"thus":[273],"greatly":[274],"enhancing":[275],"outcomes.":[277]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1}],"updated_date":"2026-02-27T16:54:17.756197","created_date":"2025-10-10T00:00:00"}
