Ben London

Generalized Position-Based Model: Rethinking Position Weights in Ranking Off-Policy Evaluation

Off-policy evaluation (OPE) estimates the performance of new recommendation policies using logged data, thus enabling fast, safe and inexpensive iteration prior to costly A/B tests. To evaluate ranking policies, existing OPE estimators all make structural assumptions about user behavior, leading to a spectrum of trade-...