MAS augments subsampling-based MLE with full-data moments through GMM to obtain smaller asymptotic variance and potentially full-data efficiency.
(2021 a ), Optimal Subsampling Algorithms for Big Data Regressions, Statistica Sinica, 31, 749--772
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A Moment-assisted Approach for Improving Subsampling-based MLE with Large-scale data
MAS augments subsampling-based MLE with full-data moments through GMM to obtain smaller asymptotic variance and potentially full-data efficiency.