6 citations · 8 across the 4 of their papers we have counts for
4 papers
fastMI: a fast and consistent copula-based estimator of mutual information
Soumik Purkayastha, Peter X. K. Song
As a fundamental concept in information theory, mutual information () has been commonly applied to quantify association between random vectors. Most existing nonparametric esti…
Collaborative causal inference with a distributed data-sharing management
Mengtong Hu, Xu Shi, Peter X. -K. Song
Data sharing barriers are paramount challenges arising from multicenter clinical trials where multiple data sources are stored in a distributed fashion at different local study sit…
Robust High-Dimensional Regression with Coefficient Thresholding and its Application to Imaging Data Analysis
Bingyuan Liu, Qi Zhang, Lingzhou Xue +2
It is of importance to develop statistical techniques to analyze high-dimensional data in the presence of both complex dependence and possible outliers in real-world applications s…
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…