95 citations · 196 across the 9 of their papers we have counts for
3 papers · 1 filter
Residual Overfit Method of Exploration
James McInerney, Nathan Kallus
Exploration is a crucial aspect of bandit and reinforcement learning algorithms. The uncertainty quantification necessary for exploration often comes from either closed-form expres…
Counterfactual Evaluation of Slate Recommendations with Sequential Reward Interactions
James McInerney, Brian Brost, Praveen Chandar +2
Users of music streaming, video streaming, news recommendation, and e-commerce services often engage with content in a sequential manner. Providing and evaluating good sequences of…
Dynamic Poisson Factorization
Laurent Charlin, Rajesh Ranganath, James McInerney +1
Models for recommender systems use latent factors to explain the preferences and behaviors of users with respect to a set of items (e.g., movies, books, academic papers). Typically…