{"id":"https://openalex.org/W4399155985","doi":"https://doi.org/10.1145/3660043.3660223","title":"Dynamic Scheduling of Multi-module Resources in Online Courses for Personalized Learning","display_name":"Dynamic Scheduling of Multi-module Resources in Online Courses for Personalized Learning","publication_year":2023,"publication_date":"2023-12-22","ids":{"openalex":"https://openalex.org/W4399155985","doi":"https://doi.org/10.1145/3660043.3660223"},"language":"en","primary_location":{"id":"doi:10.1145/3660043.3660223","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3660043.3660223","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 International Conference on Information Education and Artificial Intelligence","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/A5065798998","display_name":"Y. Richard Wang","orcid":"https://orcid.org/0009-0005-4244-7964"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Yonghua Wang","raw_affiliation_strings":["Guangxi Electronic Senior Technical School, China"],"affiliations":[{"raw_affiliation_string":"Guangxi Electronic Senior Technical School, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5098939540","display_name":"Yanfei Ma","orcid":"https://orcid.org/0009-0004-3727-3253"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yanfei Ma","raw_affiliation_strings":["Guangxi Electronic Senior Technical School, China"],"affiliations":[{"raw_affiliation_string":"Guangxi Electronic Senior Technical School, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5065798998"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.24324715,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1008","last_page":"1012"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998000264167786,"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":0.9998000264167786,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9746999740600586,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8127503395080566},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.7404321432113647},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6653105616569519},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.6234830021858215},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6216786503791809},{"id":"https://openalex.org/keywords/conceptualization","display_name":"Conceptualization","score":0.603452205657959},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.5626806020736694},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5504273176193237},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.5223644375801086},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.42527931928634644},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4106992781162262},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40432530641555786},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.2946900725364685},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.12279608845710754},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.08837184309959412}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8127503395080566},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.7404321432113647},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6653105616569519},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.6234830021858215},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6216786503791809},{"id":"https://openalex.org/C90734943","wikidata":"https://www.wikidata.org/wiki/Q17008777","display_name":"Conceptualization","level":2,"score":0.603452205657959},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.5626806020736694},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5504273176193237},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.5223644375801086},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.42527931928634644},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4106992781162262},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40432530641555786},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.2946900725364685},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.12279608845710754},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.08837184309959412},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3660043.3660223","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3660043.3660223","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 International Conference on Information Education and Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W973843712","https://openalex.org/W2018300856","https://openalex.org/W2028111024","https://openalex.org/W2261535173","https://openalex.org/W2528720667","https://openalex.org/W2769669737","https://openalex.org/W2894685150"],"related_works":["https://openalex.org/W4400868993","https://openalex.org/W3096874164","https://openalex.org/W1985560493","https://openalex.org/W2937181779","https://openalex.org/W2386410636","https://openalex.org/W2357975469","https://openalex.org/W2145363145","https://openalex.org/W1626977535","https://openalex.org/W2341346307","https://openalex.org/W3168977894"],"abstract_inverted_index":{"With":[0],"the":[1,29,106,109],"rapid":[2],"growth":[3],"of":[4,108],"cloud":[5,44,122],"computing,":[6],"Massive":[7],"Open":[8],"Online":[9],"Courses":[10],"(MOOCs)":[11],"have":[12],"gained":[13],"popularity.":[14],"However,":[15],"current":[16],"MOOCs":[17],"platforms":[18],"encounter":[19],"challenges":[20],"in":[21,129],"personalized":[22,87,139],"learning":[23,34],"due":[24],"to":[25,31,61,85,94,119],"disorganized":[26],"resources,":[27],"and":[28,55,76,133],"inability":[30],"capture":[32],"dynamic":[33,39,68,131],"demands.":[35],"We":[36],"present":[37],"a":[38,52,115],"scheduling":[40],"system":[41],"for":[42,138],"multi-module":[43],"course":[45,123],"resources":[46],"using":[47],"deep":[48,83],"reinforcement":[49],"learning.":[50,140],"Specifically,":[51],"knowledge":[53,64,97],"graph":[54],"conceptualization":[56,98],"ability":[57],"model":[58],"are":[59,70,80],"constructed":[60],"evaluate":[62],"students'":[63,96],"mastery":[65],"levels.":[66],"The":[67,125],"demands":[69],"modeled":[71],"as":[72],"Markov":[73],"Decision":[74],"Processes,":[75],"optimized":[77],"matching":[78],"strategies":[79,137],"derived":[81],"via":[82],"Q-learning":[84],"satisfy":[86],"requirements.":[88],"A":[89],"reward":[90],"function":[91],"is":[92],"designed":[93],"maximize":[95],"ability.":[99],"Comprehensive":[100],"experiments":[101],"on":[102],"real-world":[103],"datasets":[104],"demonstrate":[105],"effectiveness":[107],"proposed":[110],"system.":[111],"This":[112],"work":[113],"provides":[114],"new":[116],"intelligent":[117],"solution":[118],"adaptively":[120],"schedule":[121],"resources.":[124],"core":[126],"innovations":[127],"lie":[128],"accurate":[130],"modeling,":[132],"adaptive":[134],"resource":[135],"provisioning":[136]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}