Online Estimation via Offline Estimation: An Information-Theoretic Framework Dylan J. Foster

Neural Information Processing Systems 

The classical theory of statistical estimation aims to estimate a parameter of interest under data generated from a fixed design ("offline estimation"), while the contemporary theory of online learning provides algorithms for estimation under adaptively

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