42 citations · 82 across the 6 of their papers we have counts for
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stat.ME2021★ 1 cited
Real-Time Regression Analysis of Streaming Clustered Data With Possible Abnormal Data Batches
Lan Luo, Ling Zhou, Peter X. -K. Song
This paper develops an incremental learning algorithm based on quadratic inference function (QIF) to analyze streaming datasets with correlated outcomes such as longitudinal data a…
stat.ML2021★ 9 cited
A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources
Xiaoqing Tan, Chung-Chou H. Chang, Ling Zhou +1
Accurately estimating personalized treatment effects within a study site (e.g., a hospital) has been challenging due to limited sample size. Furthermore, privacy considerations and…