A Unified Approach to Collaborative Filtering via Linear Models and Beyond
Recommending a personalised list of items to users is a core task for many online services such as Amazon, Netflix, and Youtube. Recommender systems are the algorithms that facilitate such personalised recommendation. Collaborative filtering (CF), the most popular class of recommendation algorithm, exploits the wisdom of the crowd by predicting users’ preferences not only from her past actions but also from the preferences of other like-minded users. In...[Show more]
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