3 papers
stat.ME2026
A Moment-assisted Approach for Improving Subsampling-based MLE with Large-scale data
Miaomiao Su, Qihua Wang, Ruoyu Wang
The maximum likelihood estimation is computationally demanding for large datasets, particularly when the likelihood function includes integrals. Subsampling can reduce the computat…
stat.ME2025
Subsampled One-Step Estimation for Fast Statistical Inference
Miaomiao Su, Ruoyu Wang
Subsampling is an effective approach to alleviate the computational burden associated with large-scale datasets. Nevertheless, existing subsampling estimators incur a substantial l…
stat.ME2025
Moment-assisted subsampling method for Cox proportional hazards model with large-scale data
Miaomiao Su, Ruoyu Wang
The Cox proportional hazards model is widely used in survival analysis to model time-to-event data. However, it faces significant computational challenges in the era of large-scale…