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This chapter studies state-of-the-art research related to multimedia recommender systems (MMRS), focusing on methods that integrate multimedia content as side information to various recommendation models.

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Movie, user-generated video Local features SIFT/SURF Fashion, points-of-interest, tags, social media, search query, generic image, movie, user-generated video LBP Eye-glasses, make-up HOG Eye-glasses, make-up, tourism, photography DWT/DFT Generic images, tags, eye-glasses Pretrained or fine-tuned CNN Caffe reference model Fashion AlexNet Social curation network, dance background, movie ResNet Fashion VGG Food, tourism, movie GoogleNet Movie VGG-face Police photo lineup DenseNet Fashion clothes Places-CNN Geolocated images, movies Aesthetic network Fashion clothes Siamese-GoogleNet Fashion clothes Siamese-AlexNet Fashion clothes, generic images, photography, user-generated video GMM Photography, movie User-generated video Graph-based Venue, generic image in practice, the position of data fusion in the pipeline can differ based on the fusion type. Wait for the instaIler to download 2 Work the installer and follow guidelines 3 Enjoy Safari Browser No thanks a lot, continue to download iGlasses.

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