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Statistical inference with implicit SGD: proximal Robbins-Monro vs. Polyak-Ruppert
In this paper, we conduct an in-depth analysis of the two modes of ISGD for smooth convex functions, namely proximal Robbins-Monro (proxRM) and proximal Poylak-Ruppert (proxPR) procedures, for their use in statistical inference on model parameters.
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