{"id":"https://openalex.org/W2874229547","doi":"https://doi.org/10.1109/infcomw.2018.8406936","title":"Course recommendation of MOOC with big data support: A contextual online learning approach","display_name":"Course recommendation of MOOC with big data support: A contextual online learning approach","publication_year":2018,"publication_date":"2018-04-01","ids":{"openalex":"https://openalex.org/W2874229547","doi":"https://doi.org/10.1109/infcomw.2018.8406936","mag":"2874229547"},"language":"en","primary_location":{"id":"doi:10.1109/infcomw.2018.8406936","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infcomw.2018.8406936","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2018 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","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/A5059522548","display_name":"Yifan Hou","orcid":"https://orcid.org/0000-0002-3197-4460"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yifan Hou","raw_affiliation_strings":["School of Electronic Information and Communications, Huazhong University of Science and Technology"],"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Communications, Huazhong University of Science and Technology","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100693197","display_name":"Pan Zhou","orcid":"https://orcid.org/0000-0002-8629-4622"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pan Zhou","raw_affiliation_strings":["School of Electronic Information and Communications, Huazhong University of Science and Technology"],"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Communications, Huazhong University of Science and Technology","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044771462","display_name":"Jie Xu","orcid":"https://orcid.org/0000-0002-0515-1647"},"institutions":[{"id":"https://openalex.org/I145608581","display_name":"University of Miami","ror":"https://ror.org/02dgjyy92","country_code":"US","type":"education","lineage":["https://openalex.org/I145608581"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jie Xu","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Miami, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Miami, USA","institution_ids":["https://openalex.org/I145608581"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001469325","display_name":"Dapeng Wu","orcid":"https://orcid.org/0000-0003-1755-0183"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dapeng Oliver Wu","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Florida, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Florida, USA","institution_ids":["https://openalex.org/I33213144"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5059522548"],"corresponding_institution_ids":["https://openalex.org/I47720641"],"apc_list":null,"apc_paid":null,"fwci":3.8115,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.93484519,"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":"106","last_page":"111"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9998999834060669,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9998999834060669,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9947999715805054,"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"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9926000237464905,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7924689054489136},{"id":"https://openalex.org/keywords/regret","display_name":"Regret","score":0.7336084246635437},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6371209621429443},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6162793040275574},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.5712850093841553},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5403580665588379},{"id":"https://openalex.org/keywords/massive-open-online-course","display_name":"Massive open online course","score":0.5316572189331055},{"id":"https://openalex.org/keywords/online-learning","display_name":"Online learning","score":0.4936610162258148},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.48814114928245544},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4760710597038269},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.42653968930244446},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3988415002822876},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38338518142700195},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.36694127321243286},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.23739323019981384},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.20760196447372437},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08525416254997253}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7924689054489136},{"id":"https://openalex.org/C50817715","wikidata":"https://www.wikidata.org/wiki/Q79895177","display_name":"Regret","level":2,"score":0.7336084246635437},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6371209621429443},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6162793040275574},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.5712850093841553},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5403580665588379},{"id":"https://openalex.org/C2777808570","wikidata":"https://www.wikidata.org/wiki/Q967853","display_name":"Massive open online course","level":2,"score":0.5316572189331055},{"id":"https://openalex.org/C2986087404","wikidata":"https://www.wikidata.org/wiki/Q15946010","display_name":"Online learning","level":2,"score":0.4936610162258148},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.48814114928245544},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4760710597038269},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.42653968930244446},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3988415002822876},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38338518142700195},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.36694127321243286},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.23739323019981384},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.20760196447372437},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08525416254997253},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/infcomw.2018.8406936","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infcomw.2018.8406936","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2018 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.7599999904632568}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W116854235","https://openalex.org/W162178509","https://openalex.org/W1490957931","https://openalex.org/W1492355514","https://openalex.org/W1530276735","https://openalex.org/W1917528016","https://openalex.org/W1982462359","https://openalex.org/W2075848246","https://openalex.org/W2112420033","https://openalex.org/W2120090487","https://openalex.org/W2148434045","https://openalex.org/W2151544200","https://openalex.org/W2212054606","https://openalex.org/W2318574661","https://openalex.org/W2474240103","https://openalex.org/W2964239464","https://openalex.org/W3017750102","https://openalex.org/W3037176799","https://openalex.org/W6604703895","https://openalex.org/W6629309125","https://openalex.org/W6640022832","https://openalex.org/W6678102440","https://openalex.org/W6682018617","https://openalex.org/W6682064026"],"related_works":["https://openalex.org/W3041944716","https://openalex.org/W2357268223","https://openalex.org/W2807721994","https://openalex.org/W3164623690","https://openalex.org/W2606212637","https://openalex.org/W4210812943","https://openalex.org/W4390476759","https://openalex.org/W2302761325","https://openalex.org/W2780682839","https://openalex.org/W2165558212"],"abstract_inverted_index":{"With":[0],"the":[1,4,87,97,100,109,120,145,159,163],"advent":[2],"of":[3,8,24,56,59,71,89,108,122,147,155,162],"big":[5],"data":[6,25],"era":[7],"MOOC,":[9],"enrolled":[10],"students":[11],"and":[12,17,26,67,73,114,157],"offered":[13],"courses":[14,66,72,84],"become":[15,42],"numerous":[16],"diverse,":[18],"resulting":[19],"in":[20,53,65,153],"a":[21,43,78,104,131],"large":[22],"amount":[23],"complex":[27],"curriculum":[28],"relationships.":[29],"Thus":[30],"how":[31],"to":[32,36,103,118,170],"recommend":[33],"appropriate":[34],"course":[35,54,98],"improve":[37],"students'":[38],"learning":[39,90,134,151],"outcomes":[40],"has":[41],"daunting":[44],"task.":[45],"The":[46,92,127],"state-of-the-art":[47],"works":[48,94],"ignore":[49],"some":[50],"significant":[51],"features":[52],"recommendation":[55,123],"MOOC:":[57],"heterogeneity":[58],"large-scale":[60],"user":[61,110],"groups,":[62],"sequence":[63,88],"problem":[64],"foreseeable":[68],"quantitative":[69],"explosion":[70],"users.":[74],"This":[75],"paper":[76],"proposes":[77],"systematic":[79],"methodology":[80],"for":[81,124],"recommending":[82,96],"personalized":[83],"with":[85,99,140],"considering":[86],"curriculum.":[91],"system":[93],"by":[95],"highest":[101],"reward":[102],"user.":[105],"New":[106],"feedback":[107],"is":[111,130],"then":[112],"recorded":[113],"will":[115],"be":[116],"used":[117],"improving":[119],"performance":[121,146],"future":[125],"students.":[126],"core":[128],"component":[129],"novel":[132],"online":[133,150],"algorithm":[135,152],"based":[136],"on":[137],"hierarchical":[138],"bandits":[139],"known":[141],"smoothness.":[142],"We":[143],"analyze":[144],"our":[148,172],"proposed":[149,164],"terms":[154],"regret,":[156],"prove":[158],"asymptotic":[160],"optimality":[161],"algorithm.":[165],"Experimental":[166],"results":[167],"are":[168],"provided":[169],"verify":[171],"theory.":[173]},"counts_by_year":[{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
