{"id":"https://openalex.org/W2911104099","doi":"https://doi.org/10.1109/tale.2018.8615217","title":"Towards Smart Educational Recommendations with Reinforcement Learning in Classroom","display_name":"Towards Smart Educational Recommendations with Reinforcement Learning in Classroom","publication_year":2018,"publication_date":"2018-12-01","ids":{"openalex":"https://openalex.org/W2911104099","doi":"https://doi.org/10.1109/tale.2018.8615217","mag":"2911104099"},"language":"en","primary_location":{"id":"doi:10.1109/tale.2018.8615217","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tale.2018.8615217","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Teaching, Assessment, and Learning for Engineering (TALE)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5102783182","display_name":"Liu Su","orcid":"https://orcid.org/0000-0003-1623-5587"},"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":"Su Liu","raw_affiliation_strings":["Huazhong University of Science and Technology, Wuhan, Hubei, CN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology, Wuhan, Hubei, CN","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100359135","display_name":"Ye Chen","orcid":"https://orcid.org/0000-0003-3383-9390"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ye Chen","raw_affiliation_strings":["Xiamen University, Xiamen, Fujian, CN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xiamen University, Xiamen, Fujian, CN","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100682859","display_name":"Hui Huang","orcid":"https://orcid.org/0000-0002-5134-2081"},"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":"Hui Huang","raw_affiliation_strings":["Huazhong University of Science and Technology, Wuhan, Hubei, CN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology, Wuhan, Hubei, CN","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068976123","display_name":"Liang Xiao","orcid":"https://orcid.org/0000-0003-2402-611X"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Xiao","raw_affiliation_strings":["Xiamen University, Xiamen, Fujian, CN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xiamen University, Xiamen, Fujian, CN","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089427831","display_name":"Xiaojun Hei","orcid":"https://orcid.org/0000-0002-6766-4923"},"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":"Xiaojun Hei","raw_affiliation_strings":["Huazhong University of Science and Technology, Wuhan, Hubei, CN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology, Wuhan, Hubei, CN","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":45,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1079","last_page":"1084"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9796000123023987,"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":0.9796000123023987,"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/T10603","display_name":"Smart Grid Energy Management","score":0.9524000287055969,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9438999891281128,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8346765637397766},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7392744421958923},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5913771390914917},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5641441941261292},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.547286868095398},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.4257635474205017},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4214155673980713},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3937544524669647},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33200472593307495},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.2816401720046997}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8346765637397766},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7392744421958923},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5913771390914917},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5641441941261292},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.547286868095398},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.4257635474205017},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4214155673980713},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3937544524669647},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33200472593307495},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.2816401720046997},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tale.2018.8615217","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tale.2018.8615217","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Teaching, Assessment, and Learning for Engineering (TALE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.46000000834465027,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1540007258","https://openalex.org/W1574618308","https://openalex.org/W1611958031","https://openalex.org/W1926706598","https://openalex.org/W2048664806","https://openalex.org/W2054780155","https://openalex.org/W2064675550","https://openalex.org/W2099866409","https://openalex.org/W2145339207","https://openalex.org/W2170917993","https://openalex.org/W2194775991","https://openalex.org/W2338508252","https://openalex.org/W2403948158","https://openalex.org/W2734435714","https://openalex.org/W2766447205","https://openalex.org/W2781714994","https://openalex.org/W2784169908","https://openalex.org/W2794117424","https://openalex.org/W2892077825","https://openalex.org/W2895879715","https://openalex.org/W2911964244","https://openalex.org/W4214717370","https://openalex.org/W4251359016","https://openalex.org/W6634346143","https://openalex.org/W6640150658","https://openalex.org/W6697719880","https://openalex.org/W6750110857","https://openalex.org/W6755251666"],"related_works":["https://openalex.org/W2366107444","https://openalex.org/W4400868993","https://openalex.org/W3096874164","https://openalex.org/W1985560493","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":{"In":[0],"this":[1,118],"paper,":[2],"we":[3],"propose":[4],"to":[5,21,34,66,75],"construct":[6],"a":[7,18,95,105,130],"cyber-physical-social":[8],"system":[9,53],"that":[10],"uses":[11],"multiple":[12,99],"sensors":[13,100],"such":[14],"as":[15,104],"cameras":[16],"and":[17,29,60,71],"quiz":[19,57],"creator":[20],"track":[22],"the":[23,27,40,49,55,68,77,115],"learning":[24,32,36,51,69,74,79,87,91,120,133],"process":[25,93],"of":[26,63,117],"students":[28,82],"applies":[30,72],"reinforcement":[31,73],"techniques":[33],"provide":[35,126],"guidance":[37],"based":[38,83],"on":[39,84],"multi-modal":[41],"sensing":[42],"data":[43],"in":[44,94],"smart":[45,50,96,119],"classroom.":[46],"More":[47],"specifically,":[48],"recommendation":[52,92,121],"measures":[54],"heartbeats,":[56],"scores,":[58],"blinks":[59],"facial":[61],"expressions":[62],"each":[64],"student":[65],"formulate":[67],"states":[70],"recommend":[76],"effective":[78],"activities":[80],"for":[81,135],"their":[85],"current":[86],"states.":[88],"The":[89],"interactive":[90],"classroom":[97],"with":[98],"can":[101],"be":[102],"modeled":[103],"Markov":[106],"decision":[107],"process.":[108],"Our":[109],"simulation":[110],"results":[111],"have":[112],"preliminarily":[113],"demonstrated":[114],"effectiveness":[116],"system.":[122],"This":[123],"work":[124],"may":[125],"insights":[127],"into":[128],"constructing":[129],"future":[131],"intelligent":[132],"environment":[134],"enriched":[136],"personalized":[137],"experiences.":[138]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
