On the Effectiveness of Low-rank Approximations for Collaborative Filtering compared to Neural Networks

Marcel Kurovski, Florian Wilhelm

Even in times of deep learning, low-rank approximations by factorizing a matrix into user and item latent factors continue to be a method of choice for collaborative filtering task…