In his course on Scalable Machine Learning, Alex Smola has some slides about recommender systems that go with the following videos of his course.
At the end of his talk he mentions several links but he forgot the Advanced Matrix Factorization Jungle page and the entries on Nuit Blanche focused on the subject:
- Collaborative Filtering with temporal dynamics
- Neighborhood factorization
- Matrix Factorization for recommender systems
- CoFi Rank (collaborative ﬁltering & ranking)
- Yehuda Koren’s papers
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