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.

Ask Me Any Rating: A content-based recommender system based on recurrent neural networks

MUSTO, CATALDO;SEMERARO, Giovanni
2016-01-01

Abstract

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.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11586/176087
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