{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,11]],"date-time":"2026-02-11T14:53:56Z","timestamp":1770821636522,"version":"3.50.1"},"reference-count":171,"publisher":"Oxford University Press (OUP)","issue":"8","license":[{"start":{"date-parts":[[2021,5,19]],"date-time":"2021-05-19T00:00:00Z","timestamp":1621382400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/academic.oup.com\/journals\/pages\/open_access\/funder_policies\/chorus\/standard_publication_model"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,8,11]]},"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:p>Recommendation is a critical tool for developing and promoting the benefits of the Internet of Things (IoT). In recent years, recommender systems have attracted considerable attention in many IoT-related fields such as smart health, smart home, smart tourism and smart marketing. However, traditional recommender system approaches fail to exploit ever-growing, dynamic and heterogeneous IoT data in building recommender systems for the IoT (RSIoT). This article aims to provide a comprehensive review of state-of-the-art RSIoT, including the related techniques, applications and a discussion on the limitations of applying recommendation systems to IoT. Finally, we propose a reference framework for comparing existing studies to guide future research and practices.<\/jats:p>","DOI":"10.1093\/comjnl\/bxab049","type":"journal-article","created":{"date-parts":[[2021,4,9]],"date-time":"2021-04-09T11:26:00Z","timestamp":1617967560000},"page":"2098-2132","source":"Crossref","is-referenced-by-count":32,"title":["A Survey on Recommender Systems for Internet of Things: Techniques, Applications and Future Directions"],"prefix":"10.1093","volume":"65","author":[{"given":"May","family":"Altulyan","sequence":"first","affiliation":[{"name":"The University of New South Wales , Sydney, NSW 2052, Australia"},{"name":"Prince Sattam Bin Abdulaziz University , Alkharj 11942, Saudi Arabia"}]},{"given":"Lina","family":"Yao","sequence":"additional","affiliation":[{"name":"The University of New South Wales , Sydney, NSW 2052, Australia"}]},{"given":"Xianzhi","family":"Wang","sequence":"additional","affiliation":[{"name":"University of Technology Sydney , Ultimo, NSW 2007, Australia"}]},{"given":"Chaoran","family":"Huang","sequence":"additional","affiliation":[{"name":"The University of New South Wales , Sydney, NSW 2052, Australia"}]},{"given":"Salil S","family":"Kanhere","sequence":"additional","affiliation":[{"name":"The University of New South Wales , Sydney, NSW 2052, Australia"}]},{"given":"Quan Z","family":"Sheng","sequence":"additional","affiliation":[{"name":"Macquarie University , Sydney, NSW 2109, Australia"}]}],"member":"286","published-online":{"date-parts":[[2021,5,19]]},"reference":[{"key":"2022081612471173800_ref1","volume-title":"Managing the web of things: linking the real world to the web","author":"Sheng","year":"2017"},{"key":"2022081612471173800_ref2","doi-asserted-by":"crossref","first-page":"46","DOI":"10.1109\/MIC.2019.2909607","article-title":"Recommendations on the internet of things: Requirements, challenges, and directions","volume":"23","author":"Yao","year":"2019","journal-title":"IEEE Internet Computing"},{"key":"2022081612471173800_ref3","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1016\/j.knosys.2013.03.012","article-title":"Recommender systems survey","volume":"46","author":"Bobadilla","year":"2013","journal-title":"Knowledge-based systems"},{"key":"2022081612471173800_ref4","doi-asserted-by":"crossref","first-page":"1603","DOI":"10.1109\/ECS.2015.7124857","article-title":"Survey on recommendation system methods","volume-title":"2015 2nd International Conference on Electronics and Communication Systems (ICECS)","author":"Nagarnaik","year":"2015"},{"key":"2022081612471173800_ref5","first-page":"8","article-title":"A survey of recommender systems: approaches and limitations","volume":"2","author":"Sharma","year":"2013","journal-title":"International Journal of Innovations in Engineering and Technology"},{"key":"2022081612471173800_ref6","first-page":"265","article-title":"A survey on recommender system","volume":"14","author":"Sridevi","year":"2016","journal-title":"International Journal of Computer Science and Information Security"},{"key":"2022081612471173800_ref7","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1109\/SKG.2016.014","article-title":"A survey of collaborative filtering algorithms for social recommender systems","volume-title":"2016 12th International Conference on Semantics, Knowledge and Grids (SKG)","author":"Dou","year":"2016"},{"key":"2022081612471173800_ref8","doi-asserted-by":"crossref","DOI":"10.5815\/ijieeb.2017.03.04","article-title":"A survey on the generation of recommender systems","volume":"9","author":"Singh","year":"2017","journal-title":"International Journal of Information Engineering & Electronic Business"},{"key":"2022081612471173800_ref9","doi-asserted-by":"crossref","first-page":"331","DOI":"10.1023\/A:1021240730564","article-title":"Hybrid recommender systems: Survey and experiments","volume":"12","author":"Burke","year":"2002","journal-title":"User modeling and user-adapted interaction"},{"key":"2022081612471173800_ref10","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":"2022081612471173800_ref11","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/CCCS.2015.7374144","article-title":"A survey of context-aware recommender system and services","volume-title":"2015 International Conference on Computing, Communication and Security (ICCCS)","author":"Ashley-Dejo","year":"2015"},{"key":"2022081612471173800_ref12","doi-asserted-by":"crossref","first-page":"813","DOI":"10.1007\/s13042-017-0762-9","article-title":"How good your recommender system is? 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