Matthew D. Hoffman

Variational Autoencoders for Collaborative Filtering

2018

We extend variational autoencoders (VAEs) to collaborative filtering for implicit feedback. This non-linear probabilistic model enables us to go beyond the limited modeling capacity of linear factor models which still largely dominate collaborative filtering research.We …