Ask Me Any Rating: A Content-based Recommender System based on Recurrent Neural Networks.
Cataldo Musto, Claudio Greco, Alessandro Suglia, Giovanni Maria Semeraro · CINECA IRIS Institutional Research Information System (University of Bari Aldo Moro) · 2016
In this work we propose Ask Me Any Rating (AMAR), a novel content-based recommender system based on deep neural networks which is able to produce top-N recommendations leveraging user and item embeddings which are learnt from textual information describing the items. A comprehensive experimental evaluation conducted on state-of-the-art datasets showed a significant improvement over all the baselines taken into account.