Gilian R. Ponte

A Privacy Budgeting Framework for Online Experimentation

This work analytically finds privacy risk budgets that optimally balance exploration and exploitation and applies them to a firm-wide privacy risk budget, and finds that the dynamic strategy is particularly valuable in longer and more complex experiments, and that optimizing the allocation of a firm-wide privacy risk b...