{"id":"https://openalex.org/W4387885714","doi":"https://doi.org/10.1109/tsc.2023.3326197","title":"Reinforcement Learning-Based News Recommendation System","display_name":"Reinforcement Learning-Based News Recommendation System","publication_year":2023,"publication_date":"2023-10-23","ids":{"openalex":"https://openalex.org/W4387885714","doi":"https://doi.org/10.1109/tsc.2023.3326197"},"language":"en","primary_location":{"id":"doi:10.1109/tsc.2023.3326197","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2023.3326197","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Services Computing","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/A5081185387","display_name":"Hamed Aboutorab","orcid":"https://orcid.org/0000-0002-9285-9917"},"institutions":[{"id":"https://openalex.org/I188329596","display_name":"University of Canberra","ror":"https://ror.org/04s1nv328","country_code":"AU","type":"education","lineage":["https://openalex.org/I188329596"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hamed Aboutorab","raw_affiliation_strings":["School of Business, UNSW, Canberra, ACT, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9285-9917","affiliations":[{"raw_affiliation_string":"School of Business, UNSW, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I188329596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048583478","display_name":"Omar Khadeer Hussain","orcid":"https://orcid.org/0000-0002-5738-6560"},"institutions":[{"id":"https://openalex.org/I188329596","display_name":"University of Canberra","ror":"https://ror.org/04s1nv328","country_code":"AU","type":"education","lineage":["https://openalex.org/I188329596"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Omar K. Hussain","raw_affiliation_strings":["School of Business, UNSW, Canberra, ACT, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5738-6560","affiliations":[{"raw_affiliation_string":"School of Business, UNSW, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I188329596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024383984","display_name":"Morteza Saberi","orcid":"https://orcid.org/0000-0002-5168-2078"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Morteza Saberi","raw_affiliation_strings":["School of Computer Science, University of Technology Sydney, Ultimo, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5168-2078","affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041615708","display_name":"Farookh Khadeer Hussain","orcid":"https://orcid.org/0000-0003-1513-8072"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Farookh Khadeer Hussain","raw_affiliation_strings":["School of Computer Science, University of Technology Sydney, Ultimo, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0003-1513-8072","affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001315380","display_name":"Daniel D. Prior","orcid":"https://orcid.org/0000-0002-4365-2100"},"institutions":[{"id":"https://openalex.org/I188329596","display_name":"University of Canberra","ror":"https://ror.org/04s1nv328","country_code":"AU","type":"education","lineage":["https://openalex.org/I188329596"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Daniel Prior","raw_affiliation_strings":["School of Business, UNSW, Canberra, ACT, Australia"],"raw_orcid":"https://orcid.org/0000-0002-4365-2100","affiliations":[{"raw_affiliation_string":"School of Business, UNSW, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I188329596"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5777,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.86314732,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"16","issue":"6","first_page":"4493","last_page":"4502"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9986000061035156,"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"}},"topics":[{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9986000061035156,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9926000237464905,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9887999892234802,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8416653275489807},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8147910833358765},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4467403292655945},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32337093353271484}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8416653275489807},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8147910833358765},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4467403292655945},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32337093353271484}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsc.2023.3326197","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2023.3326197","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Services Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1808714205","display_name":"Economically efficient green logistics through cyber physical systems","funder_award_id":"LP160100080","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320320965","display_name":"University of New South Wales","ror":"https://ror.org/03r8z3t63"},{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1680797894","https://openalex.org/W1964590675","https://openalex.org/W1966553486","https://openalex.org/W1970088130","https://openalex.org/W2050604187","https://openalex.org/W2078946457","https://openalex.org/W2096235681","https://openalex.org/W2109421086","https://openalex.org/W2153111836","https://openalex.org/W2164777277","https://openalex.org/W2278485349","https://openalex.org/W2567304115","https://openalex.org/W2580909119","https://openalex.org/W2586582721","https://openalex.org/W2770695371","https://openalex.org/W2783118243","https://openalex.org/W2787933113","https://openalex.org/W2790934391","https://openalex.org/W2797070037","https://openalex.org/W2799544270","https://openalex.org/W2858081207","https://openalex.org/W2896893468","https://openalex.org/W2900130428","https://openalex.org/W2903803738","https://openalex.org/W2912471136","https://openalex.org/W2954671964","https://openalex.org/W2963842088","https://openalex.org/W2963869731","https://openalex.org/W3009331570","https://openalex.org/W3034853385","https://openalex.org/W3093601757","https://openalex.org/W3102899483","https://openalex.org/W3188593453","https://openalex.org/W4214717370","https://openalex.org/W4242121546","https://openalex.org/W4250664506","https://openalex.org/W4281480469","https://openalex.org/W4287756699","https://openalex.org/W6745993369","https://openalex.org/W6759896672","https://openalex.org/W6779656125","https://openalex.org/W6782858274"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Recommender":[0],"systems":[1,13,42,48],"have":[2,44],"seen":[3],"wide":[4],"adoption":[5],"in":[6,20,75,114,138,151],"different":[7,106,147],"domains.":[8],"The":[9],"motive":[10],"of":[11,37,88,141,149],"such":[12,41,70],"has":[14],"evolved":[15],"from":[16],"providing":[17,24],"generic":[18],"recommendations":[19,57],"the":[21,33,38,64,76,111,139,146],"past":[22],"to":[23,54,63,78,99,108,134],"customized":[25],"and":[26,35,58,67,97,153],"user-focused":[27],"recommendations.":[28],"To":[29],"achieve":[30,79],"this":[31,80,89,121,136],"aim,":[32],"complexity":[34],"sophistication":[36],"underlying":[39],"techniques":[40,53],"use":[43,49],"evolved.":[45],"Current":[46],"recommender":[47],"advanced":[50],"Artificial":[51],"Intelligence":[52],"provide":[55],"intelligent":[56],"adapt":[59],"their":[60],"future":[61],"workings":[62],"user\u2019s":[65],"interest":[66],"requirements.":[68],"One":[69],"technique":[71,90],"currently":[72],"being":[73],"used":[74],"literature":[77],"aim":[81],"is":[82,91,94,118],"Reinforcement":[83,128],"Learning.":[84],"However,":[85],"a":[86,115,164],"drawback":[87,137],"that":[92,104,110],"it":[93],"data":[95,103],"intensive":[96],"needs":[98],"be":[100],"trained":[101],"on":[102],"represent":[105],"scenarios":[107],"ensure":[109],"recommended":[112,160],"output":[113],"given":[116],"scenario":[117],"accurate.":[119],"In":[120],"article,":[122],"we":[123],"present":[124],"an":[125],"approach,":[126],"namely":[127],"Learning-based":[129],"News":[130],"Recommendation":[131],"System":[132],"(RL-NRS),":[133],"address":[135],"domain":[140],"news":[142,158],"recommendation.":[143],"We":[144],"explain":[145],"stages":[148],"RL-NRS":[150],"detail":[152],"compare":[154],"its":[155],"performance":[156],"with":[157],"articles":[159],"by":[161],"Google":[162],"for":[163],"particular":[165],"search":[166],"term.":[167]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-25T15:57:00.446498","created_date":"2025-10-10T00:00:00"}
