Dealing with Range Anxiety in Mean Estimation via Statistical Queries

20 Nov 2016 Vitaly Feldman

We give algorithms for estimating the expectation of a given real-valued function $\phi:X\to {\bf R}$ on a sample drawn randomly from some unknown distribution $D$ over domain $X$, namely ${\bf E}_{{\bf x}\sim D}[\phi({\bf x})]$. Our algorithms work in two well-studied models of restricted access to data samples... (read more)

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