Optimal Distributed Subsampling for Maximum Quasi-Likelihood Estimators with Massive Data

Nonuniform subsampling methods are effective to reduce computational burden and maintain estimation efficiency for massive data. Existing methods mostly focus on subsampling with replacement due to...