{"id":"https://openalex.org/W3005560120","doi":"https://doi.org/10.1007/s11277-020-07199-0","title":"Reinforcement Learning Based on Contextual Bandits for Personalized Online Learning Recommendation Systems","display_name":"Reinforcement Learning Based on Contextual Bandits for Personalized Online Learning Recommendation Systems","publication_year":2020,"publication_date":"2020-02-10","ids":{"openalex":"https://openalex.org/W3005560120","doi":"https://doi.org/10.1007/s11277-020-07199-0","mag":"3005560120"},"language":"en","primary_location":{"id":"doi:10.1007/s11277-020-07199-0","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11277-020-07199-0","pdf_url":null,"source":{"id":"https://openalex.org/S49967189","display_name":"Wireless Personal Communications","issn_l":"0929-6212","issn":["0929-6212","1572-834X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Wireless Personal Communications","raw_type":"journal-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/A5008637746","display_name":"Wacharawan Intayoad","orcid":"https://orcid.org/0000-0001-9181-1201"},"institutions":[{"id":"https://openalex.org/I34002243","display_name":"Mae Fah Luang University","ror":"https://ror.org/00mwhaw71","country_code":"TH","type":"education","lineage":["https://openalex.org/I34002243"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Wacharawan Intayoad","raw_affiliation_strings":["Computer and Communication Engineering for Capacity Building Research Unit, School of Information Technology, Mae Fah Luang University, Chiang Rai, 57100, Thailand"],"affiliations":[{"raw_affiliation_string":"Computer and Communication Engineering for Capacity Building Research Unit, School of Information Technology, Mae Fah Luang University, Chiang Rai, 57100, Thailand","institution_ids":["https://openalex.org/I34002243"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028129446","display_name":"Chayapol Kamyod","orcid":"https://orcid.org/0000-0003-2084-0456"},"institutions":[{"id":"https://openalex.org/I34002243","display_name":"Mae Fah Luang University","ror":"https://ror.org/00mwhaw71","country_code":"TH","type":"education","lineage":["https://openalex.org/I34002243"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Chayapol Kamyod","raw_affiliation_strings":["Computer and Communication Engineering for Capacity Building Research Unit, School of Information Technology, Mae Fah Luang University, Chiang Rai, 57100, Thailand"],"affiliations":[{"raw_affiliation_string":"Computer and Communication Engineering for Capacity Building Research Unit, School of Information Technology, Mae Fah Luang University, Chiang Rai, 57100, Thailand","institution_ids":["https://openalex.org/I34002243"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065393086","display_name":"Punnarumol Temdee","orcid":"https://orcid.org/0000-0001-9847-157X"},"institutions":[{"id":"https://openalex.org/I34002243","display_name":"Mae Fah Luang University","ror":"https://ror.org/00mwhaw71","country_code":"TH","type":"education","lineage":["https://openalex.org/I34002243"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Punnarumol Temdee","raw_affiliation_strings":["Computer and Communication Engineering for Capacity Building Research Unit, School of Information Technology, Mae Fah Luang University, Chiang Rai, 57100, Thailand"],"affiliations":[{"raw_affiliation_string":"Computer and Communication Engineering for Capacity Building Research Unit, School of Information Technology, Mae Fah Luang University, Chiang Rai, 57100, Thailand","institution_ids":["https://openalex.org/I34002243"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5008637746"],"corresponding_institution_ids":["https://openalex.org/I34002243"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":null,"fwci":5.0142,"has_fulltext":false,"cited_by_count":46,"citation_normalized_percentile":{"value":0.95421749,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"115","issue":"4","first_page":"2917","last_page":"2932"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9958999752998352,"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":0.9958999752998352,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.9052615165710449},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8886568546295166},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.7144584059715271},{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.7006962299346924},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5469465851783752},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5383518934249878},{"id":"https://openalex.org/keywords/online-learning","display_name":"Online learning","score":0.5244926810264587},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.5019428730010986},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.45704585313796997},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.43935054540634155},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.20559340715408325},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.14703425765037537},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.1419123411178589},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.09310314059257507}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.9052615165710449},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8886568546295166},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.7144584059715271},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.7006962299346924},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5469465851783752},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5383518934249878},{"id":"https://openalex.org/C2986087404","wikidata":"https://www.wikidata.org/wiki/Q15946010","display_name":"Online learning","level":2,"score":0.5244926810264587},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.5019428730010986},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.45704585313796997},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.43935054540634155},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.20559340715408325},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.14703425765037537},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.1419123411178589},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.09310314059257507},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"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/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11277-020-07199-0","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11277-020-07199-0","pdf_url":null,"source":{"id":"https://openalex.org/S49967189","display_name":"Wireless Personal Communications","issn_l":"0929-6212","issn":["0929-6212","1572-834X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Wireless Personal Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322399","display_name":"Mae Fah Luang University","ror":"https://ror.org/00mwhaw71"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W94203212","https://openalex.org/W96195326","https://openalex.org/W116854235","https://openalex.org/W625344756","https://openalex.org/W1594781181","https://openalex.org/W1968443971","https://openalex.org/W1984357113","https://openalex.org/W2029507558","https://openalex.org/W2096586663","https://openalex.org/W2097516212","https://openalex.org/W2110703683","https://openalex.org/W2112420033","https://openalex.org/W2121863487","https://openalex.org/W2146364776","https://openalex.org/W2159219685","https://openalex.org/W2160368903","https://openalex.org/W2170392084","https://openalex.org/W2171109587","https://openalex.org/W2171960770","https://openalex.org/W2179205756","https://openalex.org/W2590973362","https://openalex.org/W2592804878","https://openalex.org/W2936427778","https://openalex.org/W3170775390","https://openalex.org/W4213301475","https://openalex.org/W4214717370","https://openalex.org/W4299999595","https://openalex.org/W6677916085"],"related_works":["https://openalex.org/W4238897586","https://openalex.org/W435179959","https://openalex.org/W2619091065","https://openalex.org/W2059640416","https://openalex.org/W1490753184","https://openalex.org/W2284465472","https://openalex.org/W2291782699","https://openalex.org/W1993948687","https://openalex.org/W2000169967","https://openalex.org/W2922107804"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}