Ask Me Any Rating: A Content-based Recommender System based on Recurrent Neural Networks

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 such as MovieLens 1M and DBbook showed a significant improvement over all the baselines taken into account.

You can find more details about our approach in two of our papers:

  1. Ask Me Any Rating: A Content-based Recommender System based on Recurrent Neural Networks
  2. A Deep Architecture for Content-based Recommendations Exploiting Recurrent Neural Networks.

Project link: https://github.com/aleSuglia/amar

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