Offline Policy Evaluation as a decision support tool for designing Adaptive Experiments

João Victor Ferreira Alves, Eduardo Rocha Laurentino, Gustavo de Oliveira Kanno +1

We investigate how historical data from fixed randomized experiments (A/B tests) can be used to inform the deployment of adaptive experiments based on contextual bandits. Given dat…