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We further focus on the works that span the two communities, especially the research on multimedia recommender systems. Based on our review, we propose a set of research challenges, which can be used to implicate the future research directions for multimedia recommender systems. For each research challenge, we have also provided the insights of how to perform the follow-up research. <\/jats:p>","DOI":"10.1142\/s1793351x17500039","type":"journal-article","created":{"date-parts":[[2017,10,2]],"date-time":"2017-10-02T01:49:02Z","timestamp":1506908942000},"page":"411-428","source":"Crossref","is-referenced-by-count":10,"title":["A Survey of Multimedia Recommender Systems: Challenges and Opportunities"],"prefix":"10.1142","volume":"11","author":[{"given":"Mouzhi","family":"Ge","sequence":"first","affiliation":[{"name":"Faculty of Informatics, Masaryk University, Brno 60200, Czech Republic"}]},{"given":"Fabio","family":"Persia","sequence":"additional","affiliation":[{"name":"Faculty of Computer Science, Free University of Bozen-Bolzano, Bozen-Bolzano, 39100, Italy"}]}],"member":"219","published-online":{"date-parts":[[2017,10]]},"reference":[{"key":"S1793351X17500039BIB001","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2005.99"},{"key":"S1793351X17500039BIB004","doi-asserted-by":"publisher","DOI":"10.1145\/2532640"},{"key":"S1793351X17500039BIB005","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-014-2236-3"},{"key":"S1793351X17500039BIB007","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2017.04.028"},{"key":"S1793351X17500039BIB008","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-006-0003-9"},{"key":"S1793351X17500039BIB009","doi-asserted-by":"publisher","DOI":"10.1007\/BF01268945"},{"key":"S1793351X17500039BIB010","doi-asserted-by":"publisher","DOI":"10.1086\/256963"},{"key":"S1793351X17500039BIB012","first-page":"1","author":"Bartolini I.","year":"2014","journal-title":"Multimedia Tools Appl. 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