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Matrix and Tensor Factorization Techniques for Recommender Systems
(Springer Verlag, 2017)
This book presents the algorithms used to provide recommendations by exploiting matrix factorization and tensor decomposition techniques. It highlights well-known decomposition methods for recommender systems, such as ...
Recommender systems for social tagging systems
(Springer Science & Business Media, 2012)
Social Tagging Systems are web applications in which users upload resources (e.g., bookmarks, videos, photos, etc.) and annotate it with a list of freely chosen keywords called tags. This is a grassroots approach to organize ...
Recommender systems for location-based social networks
(Springer New York, 2014)
Online social networks collect information from users' social contacts and their daily interactions (co-tagging of photos, co-rating of products etc.) to provide them with recommendations of new products or friends. Lately, ...