{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,18]],"date-time":"2026-04-18T05:01:35Z","timestamp":1776488495096,"version":"3.51.2"},"reference-count":16,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,8,14]],"date-time":"2025-08-14T00:00:00Z","timestamp":1755129600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,8,14]],"date-time":"2025-08-14T00:00:00Z","timestamp":1755129600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,8,14]]},"DOI":"10.1109\/iccbdc67784.2025.00018","type":"proceedings-article","created":{"date-parts":[[2026,4,17]],"date-time":"2026-04-17T19:51:25Z","timestamp":1776455485000},"page":"74-79","source":"Crossref","is-referenced-by-count":0,"title":["An Intelligent Movie Recommender System Based on Deep Reinforcement Learning"],"prefix":"10.1109","author":[{"given":"Nour","family":"Mohamed","sequence":"first","affiliation":[{"name":"University of Sharjah,Department of Electrical Engineering,Sharjah,United Arab Emirates"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sam","family":"Ansari","sequence":"additional","affiliation":[{"name":"Research Institute of Science and Engineering, University of Sharjah,Sharjah,United Arab Emirates"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Soliman","family":"Mahmoud","sequence":"additional","affiliation":[{"name":"University of Sharjah,Department of Electrical Engineering,Sharjah,United Arab Emirates"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Khawla A.","family":"Alnajjar","sequence":"additional","affiliation":[{"name":"University of Sharjah,Department of Electrical Engineering,Sharjah,United Arab Emirates"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Luke","family":"Topham","sequence":"additional","affiliation":[{"name":"Liverpool John Moores University,School of Computer Science and Mathematics, Faculty of Engineering,Liverpool,United Kingdom,L3 3AF"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abir","family":"Hussain","sequence":"additional","affiliation":[{"name":"University of Sharjah,Department of Electrical Engineering,Sharjah,United Arab Emirates"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"issue":"5","key":"ref1","doi-asserted-by":"crossref","first-page":"613","DOI":"10.1016\/j.bushor.2017.05.005","article-title":"Online serendipity: The case for curated recommender systems","volume":"60","author":"Kim","year":"2017","journal-title":"Business Horizons"},{"key":"ref2","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1016\/j.dss.2015.03.008","article-title":"Recommender system application developments: A survey","volume":"74","author":"Lu","year":"2015","journal-title":"Decision Support Systems"},{"key":"ref3","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/j.eswa.2016.09.040","article-title":"Collaborative filtering and deep learning based recommendation system for cold start items","volume":"69","author":"Wei","year":"2017","journal-title":"Expert Systems with Applications"},{"issue":"20","key":"ref4","doi-asserted-by":"crossref","DOI":"10.3390\/app132011378","article-title":"A comprehensive survey of recommender systems based on deep learning","volume":"13","author":"Zhou","year":"2023","journal-title":"Applied Sciences"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN48605.2020.9207010"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1561\/2200000071"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2017.2743240"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/2827872"},{"key":"ref9","doi-asserted-by":"crossref","first-page":"110335","DOI":"10.1016\/j.knosys.2023.110335","article-title":"Deep reinforcement learning in recommender systems: A survey and new perspectives","volume":"264","author":"Chen","year":"2023","journal-title":"Knowledge-Based Systems"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1038\/nature14236"},{"key":"ref11","article-title":"Deep reinforcement learning for list-wise recommendations","author":"Zhao","year":"2019"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3240323.3240374"},{"key":"ref13","doi-asserted-by":"crossref","first-page":"255","DOI":"10.1016\/j.neucom.2020.07.057","article-title":"Top-aware reinforcement learning based recommendation","volume":"417","author":"Liu","year":"2020","journal-title":"Neurocomputing"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219961"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/3178876.3186039"},{"key":"ref16","first-page":"2014","article-title":"Empirical evaluation of gated recurrent neural networks on sequence modeling","volume-title":"in NIPS 2014 Workshop on Deep Learning","author":"Chung","year":"2014"}],"event":{"name":"2025 9th International Conference on Cloud, Big Data and Communication Systems (ICCBDCS)","location":"Manchester, United Kingdom","start":{"date-parts":[[2025,8,14]]},"end":{"date-parts":[[2025,8,16]]}},"container-title":["2025 9th International Conference on Cloud and Big Data Computing (ICCBDC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11478692\/11478693\/11478701.pdf?arnumber=11478701","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,18]],"date-time":"2026-04-18T04:32:17Z","timestamp":1776486737000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11478701\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,14]]},"references-count":16,"URL":"https:\/\/doi.org\/10.1109\/iccbdc67784.2025.00018","relation":{},"subject":[],"published":{"date-parts":[[2025,8,14]]}}}