{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T20:15:32Z","timestamp":1775074532275,"version":"3.50.1"},"reference-count":164,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2024]]},"DOI":"10.1109\/access.2024.3517492","type":"journal-article","created":{"date-parts":[[2024,12,30]],"date-time":"2024-12-30T19:34:43Z","timestamp":1735587283000},"page":"196914-196928","source":"Crossref","is-referenced-by-count":19,"title":["Contemporary Recommendation Systems on Big Data and Their Applications: A Survey"],"prefix":"10.1109","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0009-0005-9873-0603","authenticated-orcid":false,"given":"Ziyuan","family":"Xia","sequence":"first","affiliation":[{"name":"Antai College of Economics and Management, Shanghai Jiao Tong University, Shanghai, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3633-6385","authenticated-orcid":false,"given":"Anchen","family":"Sun","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, University of Miami, Coral Gables, FL, USA"}]},{"given":"Jingyi","family":"Xu","sequence":"additional","affiliation":[{"name":"Department of Architecture, Cornell University, Ithaca, NY, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4900-6118","authenticated-orcid":false,"given":"Yuanzhe","family":"Peng","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0962-5421","authenticated-orcid":false,"given":"Rui","family":"Ma","sequence":"additional","affiliation":[{"name":"Bascom Palmer Eye Institute, Miller School of Medicine, University of Miami, Miami, FL, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8983-5148","authenticated-orcid":false,"given":"Minghui","family":"Cheng","sequence":"additional","affiliation":[{"name":"Department of Civil and Architectural Engineering, University of Miami, Coral Gables, FL, USA"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/BigData52589.2021.9671593"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/MLBDBI51377.2020.00102"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2005.99"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/BigData50022.2020.9377822"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/BigData52589.2021.9671938"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.5815\/ijmecs.2020.01.04"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2020.2964552"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2017.2718038"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ICIBA52610.2021.9688086"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/HPBDIS53214.2021.9658481"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/s10015-017-0424-8"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-017-0466-8"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2019.2940709"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-017-4620-2"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/BigData50022.2020.9378404"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ICDL61372.2024.10644508"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1007\/s11227-018-2342-5"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1906.00091"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-658-32182-6_14"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2018.03.016"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1080\/01972243.2020.1832636"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/3565472.3595617"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2019.2893714"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-85820-3_3"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.cosrev.2016.05.002"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ICIS.2016.7550751"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/MENACOMM.2018.8371003"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2015.12.025"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-30671-1_60"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/3124791.3124792"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-15-0630-7_9"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115444"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2020.03.215"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-020-02876-1"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.jpdc.2017.12.015"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.3390\/app10072441"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.9781\/ijimai.2020.02.006"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2020.05.094"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2019.105058"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3002803"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2020.07.075"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-40037-8_8"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-019-09684-w"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1145\/3487757.3490921"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.11648\/j.ijiis.20211002.11"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2019.102078"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1016\/j.is.2020.101545"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2024.102559"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1145\/3407190"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2020.106545"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/3460231.3474255"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2021.10.034"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1145\/3382764"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403170"},{"issue":"2","key":"ref55","first-page":"115","article-title":"Ontological approach in knowledge based recommender system to develop the quality of E-learning system","volume":"6","author":"Shishehchi","year":"2012","journal-title":"Austral. J. Basic Appl. Sci."},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-29659-3_5"},{"key":"ref57","first-page":"24","article-title":"A knowledge-based recommendation framework using SVN","volume":"16","author":"Cabezas","year":"2017","journal-title":"Neutrosophic Sets Syst."},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-017-9539-5"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1145\/2365952.2365962"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/TALE.2016.7851771"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/CW.2016.32"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1016\/j.compedu.2019.103642"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/TBDATA.2016.2541167"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1145\/3468920.3468935"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2013.09.005"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1145\/1352793.1352837"},{"key":"ref67","first-page":"4957","article-title":"DropoutNet: Addressing cold start in recommender systems","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"30","author":"Volkovs"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2020.106732"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.116335"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/BigData52589.2021.9671947"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/INVENTIVE.2016.7830109"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.26438\/ijcse\/v6i6.12381244"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/TETC.2018.2860051"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-018-0141-8"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2013.109"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1016\/j.cosrev.2015.05.002"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1016\/j.microrel.2019.03.010"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/1437\/1\/012024"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.26599\/BDMA.2020.9020015"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1109\/ICNGIS.2016.7854058"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2018.01.001"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/1883\/1\/012159"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.17577\/ijertv5is010621"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1109\/CICT.2015.86"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/BigData52589.2021.9672082"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2018.02.014"},{"issue":"5","key":"ref87","first-page":"1","article-title":"User preferences based recommendation system for services using MapReduce approach","volume":"2","author":"Chaithra","year":"2015","journal-title":"Int. J. Mod. Trends Sci. Technol."},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-019-01482-9"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1509\/jmkr.37.3.363.18779"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2006.12.025"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1007\/s11280-019-00738-1"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1145\/3127325.3128331"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1145\/336992.337035"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1109\/IACC.2017.0189"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1051\/e3sconf\/202123503029"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1016\/j.jjimei.2022.100145"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1016\/j.giq.2021.101616"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.3390\/electronics9050852"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1016\/j.egyr.2021.01.090"},{"key":"ref100","article-title":"Modeling the evolutionary trends in corporate ESG reporting: A study based on knowledge management model","volume-title":"arXiv:2309.07001","author":"Xia","year":"2023"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1145\/3594536.3595131"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.3389\/fdata.2023.1284511"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.01.164"},{"issue":"1","key":"ref104","first-page":"1","article-title":"Towards sustainable living via green recommendation systems","volume":"28","author":"Zhanga","year":"2022","journal-title":"Int. J. Inf. Technol."},{"issue":"1","key":"ref105","article-title":"Assessing sustainable practices in architecture: A data-driven analysis of LEED certification adoption and impact in top firms from 2000 to 2023","volume":"14","author":"Xu","year":"2025","journal-title":"Frontiers Architectural Res."},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2021.02.002"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.3390\/a16100482"},{"issue":"6","key":"ref108","first-page":"127","article-title":"Green building features and factors affecting the consumer choice for green building recommendation","volume":"9","author":"Gogoi","year":"2018","journal-title":"Int. J. Civil Eng. Technol."},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.3390\/su12156151"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1201\/9781003323020-239"},{"key":"ref111","article-title":"Recommender system for sustainable alternatives of building materials: Sustainability-focused decision making in the construction industry","author":"Gil","year":"2023"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1109\/IRI51335.2021.00056"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-43950-6_20"},{"key":"ref114","doi-asserted-by":"publisher","DOI":"10.1093\/bib\/bbae544"},{"key":"ref115","doi-asserted-by":"publisher","DOI":"10.1002\/14651858.cd001096.pub2"},{"key":"ref116","doi-asserted-by":"publisher","DOI":"10.1136\/bmj.39246.581169.80"},{"key":"ref117","doi-asserted-by":"publisher","DOI":"10.1016\/j.pec.2008.11.015"},{"key":"ref118","first-page":"90","article-title":"A survey on resource allocation in cloud computing: Issues and solutions","volume":"80","author":"Li","year":"2017","journal-title":"J. Netw. Comput. Appl."},{"issue":"4","key":"ref119","first-page":"529","article-title":"A comprehensive review of patient simulation in nursing education","volume":"40","author":"Brailsford","year":"2009","journal-title":"Simul. Gaming"},{"key":"ref120","first-page":"46","article-title":"A clinician\u2019s guide to the use of artificial intelligence in telemedicine\u2014A focus on triage services","volume":"252","author":"Fatehi","year":"2018","journal-title":"Stud. Health Technol. Informat."},{"key":"ref121","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMra1601705"},{"issue":"9","key":"ref122","first-page":"279","article-title":"Collaborative learning in healthcare: A systematic review","volume":"43","author":"Al-Shammary","year":"2019","journal-title":"J. Med. Syst."},{"key":"ref123","first-page":"511","article-title":"A systematic review of research trends and future directions in gamification","volume-title":"Proc. Extended Abstr. CHI Conf. Hum. Factors Comput. Syst.","author":"Choi"},{"key":"ref124","article-title":"GHRS: Graph-based hybrid recommendation system with application to movie recommendation","volume":"200","author":"Darban","year":"2022","journal-title":"Expert Syst. Appl."},{"key":"ref125","doi-asserted-by":"publisher","DOI":"10.1145\/3459637.3482112"},{"key":"ref126","doi-asserted-by":"publisher","DOI":"10.2139\/ssrn.3696092"},{"key":"ref127","first-page":"3654","article-title":"Kernelized synaptic weight matrices","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"M\u00fcller"},{"key":"ref128","first-page":"764","article-title":"A neural autoregressive approach to collaborative filtering","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Zheng"},{"key":"ref129","article-title":"On the difficulty of evaluating baselines: A study on recommender systems","author":"Rendle","year":"2019","journal-title":"arXiv:1905.01395"},{"key":"ref130","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-86383-8_11"},{"key":"ref131","doi-asserted-by":"publisher","DOI":"10.1145\/3298689.3347015"},{"key":"ref132","doi-asserted-by":"publisher","DOI":"10.1145\/3336191.3371831"},{"key":"ref133","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2023.110659"},{"key":"ref134","doi-asserted-by":"publisher","DOI":"10.1145\/3604915.3608827"},{"key":"ref135","doi-asserted-by":"publisher","DOI":"10.1145\/3539618.3591645"},{"key":"ref136","doi-asserted-by":"publisher","DOI":"10.1145\/3308558.3313710"},{"key":"ref137","article-title":"Ekar: An explainable method for knowledge aware recommendation","author":"Song","year":"2019","journal-title":"arXiv:1906.09506"},{"key":"ref138","doi-asserted-by":"publisher","DOI":"10.1145\/3477495.3531987"},{"key":"ref139","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330836"},{"key":"ref140","doi-asserted-by":"publisher","DOI":"10.1145\/3289600.3290989"},{"key":"ref141","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2023.3348537"},{"key":"ref142","doi-asserted-by":"publisher","DOI":"10.1145\/3459637.3482291"},{"key":"ref143","doi-asserted-by":"publisher","DOI":"10.1108\/DTA-05-2020-0104"},{"key":"ref144","volume-title":"MovieLens Latest Datasets","year":"2024"},{"key":"ref145","volume-title":"Amazon Customer Reviews Dataset","year":"2024"},{"key":"ref146","volume-title":"Netflix Prize Dataset","year":"2024"},{"key":"ref147","volume-title":"Last.Fm Dataset","year":"2024"},{"key":"ref148","volume-title":"Yelp Dataset","year":"2024"},{"key":"ref149","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0306520"},{"issue":"8","key":"ref150","first-page":"492","article-title":"Interpretable machine learning: A guide for making black box models explainable","volume":"1","author":"Rudin","year":"2019","journal-title":"Nature Rev. Mach. Learn."},{"key":"ref151","doi-asserted-by":"publisher","DOI":"10.1145\/3625239"},{"key":"ref152","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-023-27426-5"},{"issue":"3","key":"ref153","first-page":"1","article-title":"Fairness-aware recommendation in social networks","volume":"36","author":"Zehlike","year":"2018","journal-title":"ACM Trans. Inf. Syst."},{"key":"ref154","doi-asserted-by":"publisher","DOI":"10.1145\/3564284"},{"key":"ref155","doi-asserted-by":"publisher","DOI":"10.1609\/aimag.v32i3.2364"},{"key":"ref156","doi-asserted-by":"publisher","DOI":"10.14711\/thesis-b1180195"},{"key":"ref157","first-page":"11","article-title":"The long tail of recommender systems and how to leverage it","volume-title":"Proc. ACM Conf. Recommender Syst.","author":"Ge"},{"key":"ref158","article-title":"Reinforcement learning for bandit neural architecture search","author":"Zela","year":"2019","journal-title":"arXiv:1909.03574"},{"key":"ref159","doi-asserted-by":"publisher","DOI":"10.1145\/3109859.3109914"},{"key":"ref160","doi-asserted-by":"publisher","DOI":"10.1145\/3308558.3313455"},{"key":"ref161","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.3301435"},{"key":"ref162","first-page":"54","article-title":"Privacy-preserving collaborative filtering using randomized perturbation-based approach","volume":"478","author":"Li","year":"2019","journal-title":"Inf. Sci."},{"key":"ref163","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-023-01922-6"},{"key":"ref164","first-page":"334","article-title":"Multistakeholder recommendation: Survey and research directions","volume-title":"Proc. 13th ACM Conf. Recommender Syst.","author":"Abdollahpouri"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10380310\/10798416.pdf?arnumber=10798416","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T17:55:59Z","timestamp":1744221359000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10798416\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"references-count":164,"URL":"https:\/\/doi.org\/10.1109\/access.2024.3517492","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]}}}