Accurate Inference for Adaptive Linear Models

Yash Deshpande, Lester W. Mackey, Vasilis Syrgkanis, Matt Taddy

Abstract: Estimators computed from adaptively collected data do not behave like their non-adaptive brethren.Rather, the sequential dependence of the collection policy can lead to severe distributional biases...