Choosing the Right Weights: Balancing Value, Strategy, and Noise in Recommender Systems

Smitha Milli, Emma Pierson, Nikhil Garg

Many recommender systems optimize a linear weighting of different user behaviors, such as clicks, likes, and shares. We analyze the optimal choice of weights from the perspectives…