270 citations · 574 across the 13 of their papers we have counts for
Showing 2018Show all
2 papers · 1 filter
stat.ME2018★ 52 cited
Optimal Subsampling Algorithms for Big Data Regressions
Mingyao Ai, Jun Yu, Huiming Zhang +1
To fast approximate maximum likelihood estimators with massive data, this paper studies the Optimal Subsampling Method under the A-optimality Criterion (OSMAC) for generalized line…
stat.ME2018★ 6 cited
More Efficient Estimation for Logistic Regression with Optimal Subsample
HaiYing Wang
In this paper, we propose improved estimation method for logistic regression based on subsamples taken according the optimal subsampling probabilities developed in Wang et al. 2018…