Fighting Boredom in Recommender Systems with Linear Reinforcement Learning

no code implementations • NeurIPS 2018 • Romain Warlop, Alessandro Lazaric, Jérémie Mary

A common assumption in recommender systems (RS) is the existence of a best fixed recommendation strategy.

Recommendation Systems reinforcement-learning +1

Multi-Task Determinantal Point Processes for Recommendation

no code implementations • 24 May 2018 • Romain Warlop, Jérémie Mary, Mike Gartrell

Determinantal point processes (DPPs) have received significant attention in the recent years as an elegant model for a variety of machine learning tasks, due to their ability to elegantly model set diversity and item quality or popularity.

General Classification Multi-class Classification +2