{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,13]],"date-time":"2026-05-13T16:03:41Z","timestamp":1778688221350,"version":"3.51.4"},"reference-count":126,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2021]]},"DOI":"10.1109\/access.2021.3059312","type":"journal-article","created":{"date-parts":[[2021,2,13]],"date-time":"2021-02-13T02:46:38Z","timestamp":1613184398000},"page":"31638-31661","source":"Crossref","is-referenced-by-count":59,"title":["A Review of Text-Based Recommendation Systems"],"prefix":"10.1109","volume":"9","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2041-9696","authenticated-orcid":false,"given":"Safia","family":"Kanwal","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1868-2129","authenticated-orcid":false,"given":"Sidra","family":"Nawaz","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1392-8866","authenticated-orcid":false,"given":"Muhammad Kamran","family":"Malik","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7989-8401","authenticated-orcid":false,"given":"Zubair","family":"Nawaz","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/3184558.3191533"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/ICIVPR.2017.7890880"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/1988688.1988701"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1145\/2695664.2695700"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1145\/2479787.2479795"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/2254129.2254163"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-22362-4_1"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1145\/1754239.1754257"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-21290-2_3"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-91563-0_11"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1145\/2911451.2914726"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/2505515.2505665"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1145\/2736277.2741667"},{"key":"ref20","first-page":"278","article-title":"A survey on challenges and methods in news recommendation","author":"\u00f6zg\u00f6bek","year":"2014","journal-title":"Proc WEBIST"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/1242572.1242575"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-13-1280-9_9"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/1864708.1864756"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/WI-IAT.2014.55"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2017\/204"},{"key":"ref26","author":"beel","year":"2017","journal-title":"TF-IDUF A novel term-weighting scheme for user modeling based on users&#x2019; personal document colletions"},{"key":"ref100","year":"2020","journal-title":"Aminer"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1145\/2959100.2959187"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N18-1049"},{"key":"ref51","article-title":"From word embeddings to item recommendation","volume":"abs 1601 1356","author":"ozsoy","year":"2016","journal-title":"CoRR"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P19-1110"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330665"},{"key":"ref57","article-title":"Word embedding techniques for content-based recommender systems: An empirical evaluation","author":"musto","year":"2015","journal-title":"Proc RecSys Posters"},{"key":"ref56","first-page":"729","article-title":"Learning word embeddings from wikipedia for content-based recommender systems","author":"musto","year":"2015","journal-title":"Advances in Information Retrieval"},{"key":"ref55","first-page":"45","article-title":"Neural content-collaborative filtering for news recommendation","author":"khattar","year":"2018","journal-title":"Proc NewsIR ECIR"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/ICBSLP.2018.8554679"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N18-1022"},{"key":"ref52","author":"samarinas","year":"2019","journal-title":"Personalized high quality news recommendations using word embeddings and text classification models"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-94649-8_5"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TETC.2018.2830698"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.3390\/sym11030392"},{"key":"ref6","article-title":"The architecture and datasets of docear&#x2019;s research paper recommender system","volume":"20","author":"beel","year":"2014","journal-title":"D-Lib Mag"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1145\/3209978.3210136"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/3213586.3225230"},{"key":"ref49","first-page":"ii","article-title":"Distributed representations of sentences and documents","volume":"32","author":"le","year":"2014","journal-title":"Proc 31st Int Conf Int Conf Mach Learn (ICML)"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/s00799-015-0156-0"},{"key":"ref9","first-page":"3371","article-title":"Stacked denoising autoencoders: Learning useful representations in a deep network with a local denoising criterion","volume":"11","author":"vincent","year":"2010","journal-title":"J Mach Learn Res"},{"key":"ref46","article-title":"Word2Vec explained: Deriving Mikolov&#x2019;s negative-sampling word-embedding method","volume":"abs 1402 3722","author":"goldberg","year":"2014","journal-title":"CoRR"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2015.01.045"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/D14-1162"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1162\/tacl_a_00051"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2018.05.001"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2016.09.022"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24489-1_9"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1145\/2339530.2339730"},{"key":"ref126","doi-asserted-by":"publisher","DOI":"10.1145\/2009916.2009937"},{"key":"ref125","doi-asserted-by":"publisher","DOI":"10.1145\/1719970.1719976"},{"key":"ref124","doi-asserted-by":"publisher","DOI":"10.1109\/ICTAI.2015.104"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/CC.2015.7385528"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2017.06.020"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1145\/2851613.2851839"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/MIC.2017.72"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2019.00140"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/MELCON.2008.4618553"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1561\/2000000039"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/ICIEV.2014.6850800"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2017.2655150"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1007\/s00530-017-0539-8"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-018-05777-9"},{"key":"ref62","first-page":"2787","article-title":"Translating embeddings for modeling multi-relational data","author":"bordes","year":"2013","journal-title":"Advances in neural information processing systems"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2871970"},{"key":"ref63","first-page":"1112","article-title":"Knowledge graph embedding by translating on hyperplanes","author":"wang","year":"2014","journal-title":"Proc AAAI"},{"key":"ref64","first-page":"2181","article-title":"Learning entity and relation embeddings for knowledge graph completion","author":"lin","year":"2015","journal-title":"Proc 29th AAAI Conf Artif Intell"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/P15-1067"},{"key":"ref66","first-page":"985","article-title":"Knowledge graph completion with adaptive sparse transfer matrix","author":"ji","year":"2016","journal-title":"Proc 30th AAAI Conf Artif Intell"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1145\/3178876.3186175"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939673"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1145\/1597735.1597786"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2019.113115"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2013.03.012"},{"key":"ref109","author":"bondarenko","year":"2020","journal-title":"Precision and Recall in Recommender Systems And Some Metrics Stuff"},{"key":"ref95","author":"moreira","year":"2020","journal-title":"News Portal User Interactions by Globo com"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1109\/DSAA.2014.7058064"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1145\/3106426.3109436"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1145\/963770.963772"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1109\/ICCSE.2016.7581652"},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4899-7637-6_8"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1145\/2516641.2516643"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2019.113088"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1145\/1060745.1060754"},{"key":"ref104","author":"goldberg","year":"2020","journal-title":"Jester Datasets for Recommender Systems and Collaborative Filtering Research"},{"key":"ref90","year":"2020","journal-title":"RecSys2013 Yelp Business Rating Prediction"},{"key":"ref103","year":"2020","journal-title":"MovieLens"},{"key":"ref102","first-page":"1","article-title":"Exploring social-historical ties on location-based social networks","author":"gao","year":"2012","journal-title":"Proc 6th Int AAAI Conf Weblogs Social Media (ICWSM)"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-78197-4_5"},{"key":"ref112","author":"cheng","year":"2020","journal-title":"MIND News Recommendation Technical Report"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1145\/963770.963776"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1145\/1772690.1772758"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.acl-main.331"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-015-1932-x"},{"key":"ref97","year":"2020","journal-title":"The Examiner&#x2014;Spam Clickbait Catalog"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/3270323.3270328"},{"key":"ref11","first-page":"257","author":"shani","year":"2011","journal-title":"Evaluating Recommendation Systems"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/s11257-015-9165-3"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/s11257-015-9155-5"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1007\/s11257-019-09231-w"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-017-9539-5"},{"key":"ref118","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-15208-5_6"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.5220\/0009576507800787"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2018\/571"},{"key":"ref117","doi-asserted-by":"publisher","DOI":"10.1145\/2792838.2800186"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/3285029"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1145\/3097983.3098108"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-018-9654-y"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2017.2681666"},{"key":"ref119","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2019.102142"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2018.04.008"},{"key":"ref83","first-page":"35","article-title":"Memory-based recommendations of entities for Web search users","author":"fern\u00e1ndez-tob\u00edas","year":"2016","journal-title":"Proc ACM Int Conf Inf Knowl Manag"},{"key":"ref114","doi-asserted-by":"publisher","DOI":"10.1145\/3097983.3098170"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.1007\/s11192-019-03261-2"},{"key":"ref116","article-title":"News personalization using support vector machines","author":"gershman","year":"2011"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1145\/3097983.3098096"},{"key":"ref115","first-page":"1","article-title":"A personalized online news recommendation system","volume":"57","author":"saranya","year":"2012","journal-title":"Int J Comput Appl"},{"key":"ref120","article-title":"Online selection of mediated and domain-specific predictions for improved recommender systems","volume":"528","author":"rosenthal","year":"2009","journal-title":"Proc 7th Workshop Intell Techn Web Personalization Recommender Syst (ITWP) 21st Int Joint Conf Artif Intell (IJCAI)"},{"key":"ref89","article-title":"Content recommendation through semantic annotation of user reviews and linked data&#x2014;An extended technical report","author":"vagliano","year":"2017","journal-title":"arXiv 1709 09973"},{"key":"ref121","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2019.102153"},{"key":"ref122","doi-asserted-by":"publisher","DOI":"10.1145\/2872427.2874813"},{"key":"ref123","doi-asserted-by":"publisher","DOI":"10.17706\/IJCCE.2016.5.4.276-285"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1145\/3178876.3185994"},{"key":"ref86","first-page":"1","article-title":"Entity recommendations using hierarchical knowledge bases","author":"cheekula","year":"2015","journal-title":"Proc KNOW LOD"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-21451-7_11"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1145\/3240323.3240361"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/9312710\/09354169.pdf?arnumber=9354169","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,12,17]],"date-time":"2021-12-17T19:57:23Z","timestamp":1639771043000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9354169\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"references-count":126,"URL":"https:\/\/doi.org\/10.1109\/access.2021.3059312","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021]]}}}