Publications

Mediation analysis is an important analytic tool commonly used in a broad range of scientific applications. In this article, we study …

Streaming data routinely generated by social networks, mobile or web applications, e-commerce, and electronic health records present …

In program evaluation studies, understanding the heterogeneous distributional impacts of a program beyond the average effect is …

We propose a debiased stochastic gradient descent algorithm for online statistical inference with high-dimensional data. Our approach …

Modern longitudinal data, for example from wearable devices, measure biological signals on a fixed set of participants at a diverging …

In this article, we tackle the estimation and inference problem of analyzing distributed streaming data that is collected continuously …

Two dominant distributed computing strategies have emerged to overcome the computational bottleneck of supervised learning with big …

This paper develops an incremental learning algorithm based on quadratic inference function (QIF) to analyze streaming datasets with …

New data collection and storage technologies have given rise to a new field of streaming data analytics, including real-time …

This paper presents an incremental updating algorithm to analyze streaming datasets using generalized linear models. The proposed …

Objective: We present a non-invasive wearable device for fertility monitoring and propose an effective and flexible statistical …